Integrating Fine-Grained Audio-Visual Evidence for Robust Multimodal Emotion Reasoning
Paper • 2601.18321 • Published
json dict | __key__ stringlengths 18 54 | __url__ stringclasses 13
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|---|---|---|
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His tone is firm and direct, delivered with a clear, enunciated quality. The pace is deliberate and not rushed, giving the short sentence a sense of importance or command.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker remains largely still throughout the clip. His posture is upright, and he faces the camera squarely. There are no discernible hand gestures. His head is held steady, which, combined with his direct gaze, emphasizes the message he is delivering.",
"facial_exp_desc": "The man's facial expression is serious and earnest. His eyebrows are slightly lowered and drawn together, creating a look of concern or concentration. His eyes are wide and maintain direct, unwavering contact with the camera. His mouth is slightly open as he speaks, with the corners turned down slightly, reinforcing the serious nature of his statement. There are visible wrinkles on his forehead, indicating a tensing of facial muscles.",
"sentiment_analysis": "The overall sentiment conveyed is one of serious concern and authoritativeness. The verbal content, \"Don't forget a jacket,\" is a piece of advice or a command. This is strongly reinforced by the non-verbal cues. The speaker's firm vocal tone, serious facial expression with furrowed brows and intense eyes, and still, direct body language all combine to create a feeling of gravity. This is not a casual suggestion but a stern, important reminder, similar to what a concerned parent or guardian might say. The emotion is not overtly negative like anger, but it lacks any positive warmth, landing firmly in a neutral-to-serious emotional space dominated by concern and a sense of command.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man with thinning, short brown hair and blue eyes. He is wearing a dark gray crew-neck t-shirt and is positioned in front of a solid green screen. He looks directly into the camera as he speaks."
} | CREMA-D/1001_DFA_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is loud, forceful, and has a strained, almost shouting quality. The pitch is elevated, and the delivery is rapid and clipped, conveying a strong sense of urgency and exasperation.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker's body is mostly still, but he leans forward slightly and abruptly as he delivers the line, adding to the aggressive and urgent tone. His shoulders and neck appear tense and rigid, reflecting the high emotional intensity of the moment.",
"facial_exp_desc": "The man's facial expression is one of intense anger and frustration. His eyebrows are pulled down and together, creating deep furrows on his forehead. His eyes are wide and fixed in an intense stare. His mouth is open as he yells the line, with the corners pulled back in a grimace. The muscles in his jaw and cheeks are visibly tensed.",
"sentiment_analysis": "The sentiment of this clip is overwhelmingly one of intense anger and frustration. The content of the speech, \"Don't forget a jacket,\" is a mundane piece of advice, but its delivery transforms it into a furious command. The combination of a loud, strained voice, an angry facial expression with furrowed brows and wide eyes, and tense, forward-leaning body language indicates a high state of emotional arousal. The speaker appears to be extremely exasperated, as if this is a point of recurring conflict or a last-ditch effort to prevent a mistake. The overall emotional state is a blend of anger, exasperation, and urgent concern, delivered with significant force.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man with short, thinning brown hair. He is wearing a plain, dark grey crew-neck t-shirt. The background is a solid, bright green screen, suggesting a studio or production setting."
} | CREMA-D/1001_DFA_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. He delivers the line with a sense of urgency and slight surprise. His tone is clear and enunciated, with a rising inflection on the word 'jacket', emphasizing it as a warning or a sudden, important reminder.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker is mostly stationary from the chest up. As he delivers the line, there is a very slight, almost imperceptible lean forward, which adds to the immediacy and importance of his message. No other significant body language or gestures are visible.",
"facial_exp_desc": "The man begins with a relatively neutral expression. As he speaks, his eyebrows raise significantly, causing prominent wrinkles to form on his forehead. His eyes widen, conveying a look of surprise, alarm, or urgent concern. His mouth opens to speak, but the overall expression is dominated by the wide eyes and raised brows.",
"sentiment_analysis": "The overall sentiment conveyed is one of urgent concern and warning. The verbal content is a simple reminder, but the non-verbal and para-verbal cues dramatically heighten the emotional weight. The wide eyes, raised eyebrows, and insistent tone of voice combine to create a feeling of sudden realization or alarm, as if he is trying to prevent someone from making a mistake or facing a negative consequence. The emotion is not anger or sadness, but a high-arousal state of concern and immediacy.",
"video_desc": "A head-and-shoulders shot of a middle-aged, fair-skinned man with receding brown hair, wearing a grey crew-neck t-shirt. He is positioned in the center of the frame against a solid bright green background, suggesting a green screen setup. He looks directly into the camera."
} | CREMA-D/1001_DFA_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a clear, mid-range male voice. His tone is friendly and advisory, with a slightly upward inflection that makes the statement sound like a gentle and caring reminder rather than a command. The pace of his speech is moderate and articulate.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker's body is mostly still. He gives a slight, single nod as he smiles at the end of his line. This gesture reinforces the friendly and affirmative nature of his message. His posture appears relaxed and open.",
"facial_exp_desc": "The man maintains direct eye contact with the camera throughout the clip. Initially, his eyebrows are slightly raised, and his mouth is open to speak. As he finishes the sentence, he breaks into a wide, warm smile, causing his eyes to crinkle at the corners (a Duchenne smile), which conveys genuine friendliness and warmth.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is positive, friendly, and caring. While the spoken words, \"Don't forget a jacket,\" are a neutral piece of advice, the speaker's delivery infuses them with warmth. His friendly vocal tone, direct eye contact, and especially the genuine, bright smile at the end, transform the simple reminder into a gesture of personal care and concern. The slight nod further emphasizes this helpful and positive intention. The combination of verbal and non-verbal cues creates an impression of a trustworthy and kind individual offering sincere advice.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with thinning brown hair, wearing a dark gray t-shirt. He is positioned in the center of the frame, speaking directly to the camera against a solid, bright green screen background."
} | CREMA-D/1001_DFA_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His speech is clear, well-enunciated, and delivered at a normal pace. The tone is neutral and declarative, with a slight downward inflection at the end of the sentence, typical of giving a piece of advice or a command.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker is mostly still throughout the clip. His posture is upright and his shoulders appear relaxed. He makes a very subtle nod and leans slightly forward as he delivers the line, which adds a bit of emphasis to his words. There are no discernible hand gestures.",
"facial_exp_desc": "The man maintains a neutral to serious facial expression. His eyes are open and he makes direct eye contact with the camera. His eyebrows are relaxed. As he speaks, his mouth moves naturally, and his lips press together slightly after finishing the sentence. There is no smile or frown, conveying a sense of straightforwardness and sincerity.",
"sentiment_analysis": "The overall sentiment conveyed is neutral and instructional. The speaker's tone, direct gaze, and clear enunciation suggest he is giving a practical piece of advice or a reminder. There are no strong emotional cues; the delivery is straightforward and factual. The expression could be interpreted as mildly cautionary or concerned, in a way that is appropriate for giving advice about safety or comfort (like remembering a jacket). The sentiment is not emotional but rather functional and helpful.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair and light-colored eyes. He is wearing a dark gray t-shirt and is positioned in front of a solid green screen. He looks directly into the camera while speaking."
} | CREMA-D/1001_DFA_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is that of an adult male, with a medium pitch and a clear, slightly raspy quality. His tone is serious and cautionary, and he speaks at a slow, deliberate pace with even volume.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker's body language is minimal and static. He remains very still, with his head and shoulders squared to the camera. There are no noticeable gestures or shifts in posture. This stillness, combined with his direct gaze, serves to focus all attention on his words and facial expression, adding weight to his message.",
"facial_exp_desc": "The speaker maintains a serious and concerned facial expression throughout the clip. His eyebrows are slightly furrowed, creating wrinkles on his forehead. His eyes are open wide, and he maintains direct, unblinking eye contact with the camera, conveying earnestness. The corners of his mouth are neutral to slightly downturned, and his lips are slightly parted as he delivers the line.",
"sentiment_analysis": "Based on a holistic analysis of the verbal and non-verbal cues, the speaker conveys a strong sentiment of genuine concern and seriousness. The simple, cautionary phrase \"Don't forget a jacket\" is delivered not as a casual reminder but as a weighted piece of advice. This is heavily reinforced by his non-verbal communication: the serious vocal tone, the furrowed brow, the wide, intense eyes, and the direct, unwavering gaze. The overall emotional state is one of earnest worry, as if he is imploring the listener to heed his warning for their own well-being. The sentiment is not negative in the sense of anger or sadness, but rather a neutral-to-negative valence rooted in concern and apprehension.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with thinning, short brown hair and light-colored eyes. He is wearing a plain, dark gray crew-neck t-shirt. The man is positioned in the center of the frame, speaking directly to the camera against a solid, bright green screen background."
} | CREMA-D/1001_DFA_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the mid-to-low pitch range. His tone is forceful, strained, and intense. The delivery is deliberate and clear, with a noticeable emphasis and a sharp, clipped quality, particularly on the word \"clock.\"",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker's body is mostly still, with his shoulders squared towards the camera. He appears to be leaning slightly forward, which contributes to the confrontational and intense nature of his delivery. His posture is rigid and tense, reflecting the emotion in his face and voice.",
"facial_exp_desc": "The man's facial expression is one of intense anger or frustration. His eyebrows are heavily furrowed, creating deep vertical lines between them and horizontal wrinkles across his forehead. His eyes are wide and fixed in a hard stare at the camera. His mouth is slightly open as he speaks, with his lips tensed and the corners of his mouth pulled down. There is visible tension in his jaw and cheeks.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of intense anger, frustration, and urgency. While the spoken words \"It's 11 o'clock\" are neutral in isolation, the speaker's delivery transforms them into a charged statement. The forceful and strained vocal tone, combined with a deeply furrowed brow, a hard stare, and a tense jaw, strongly indicates negative arousal. The rigid body posture and slight forward lean further suggest a confrontational or accusatory mood. The statement is not a simple observation of time but rather an exclamation of exasperation or a warning, implying that the time is significant for a negative reason (e.g., a deadline has been missed, or something is unacceptably late).",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, thinning brown hair and a receding hairline. He is wearing a dark gray crewneck t-shirt and is positioned in the center of the frame against a solid green screen background. He is looking directly into the camera."
} | CREMA-D/1001_IEO_ANG_HI | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-to-low pitched male voice. His tone is declarative and firm, lacking any discernible emotional inflection. The pace of his speech is deliberate and clear, and the volume is at a normal conversational level. There is no significant background noise.",
"speech_content": "It's 11:00."
},
"body_lang_desc": "The speaker's body is mostly still. He is facing forward with his shoulders squared to the camera. There are no noticeable hand or arm gestures. His posture is upright and composed. He makes a very subtle, almost imperceptible nod as he finishes his line, which adds a sense of finality to his statement.",
"facial_exp_desc": "The man maintains a neutral to serious facial expression. His eyebrows are level but slightly tensed, creating minor vertical lines between them. His eyes are wide open, maintaining steady and direct eye contact with the camera. His lips are pressed together in a firm, straight line, and the corners of his mouth are neutral, not turned up or down. There are some tension lines visible on his forehead and around his mouth, suggesting concentration or seriousness.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is neutral with a strong undercurrent of seriousness and intensity. The verbal content itself, \"It's 11:00,\" is a simple statement of fact. However, the non-verbal cues—including his unwavering direct gaze, firm mouth, tense brow, and still posture—imbue the statement with a sense of gravity and importance. He is not expressing happiness, sadness, or anger, but rather a focused, declarative state. The delivery suggests that the time he is announcing is significant, perhaps a deadline or a crucial moment. The overall impression is one of a serious individual delivering a piece of information with weight and consequence, devoid of personal emotion but full of situational intensity.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair and blue eyes. He is wearing a plain, dark gray, short-sleeved t-shirt. He is positioned in the center of the frame against a bright green screen background. The lighting is direct and even, highlighting the features of his face. He looks directly into the camera throughout the short clip."
} | CREMA-D/1001_IEO_ANG_LO | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is male, with a medium pitch. The delivery is sudden and enunciated with a sense of urgency or alarm. His volume is slightly raised, and the tone is one of surprise or shock.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker's body is mostly static, facing forward towards the camera. There is a very subtle, almost imperceptible lean forward as he delivers the line, which adds a sense of immediacy and emphasis to his words.",
"facial_exp_desc": "The man begins with a relatively neutral expression. As he starts to speak, his eyebrows raise significantly and his eyes widen in a classic expression of surprise or shock. His mouth opens to speak the words, and there is visible tension in his facial muscles, emphasizing the alarmed nature of his statement.",
"sentiment_analysis": "The overall sentiment conveyed is one of surprise and alarm. While the spoken words, \"It's 11 o'clock,\" are factually neutral, the speaker's delivery infuses them with strong emotion. The combination of widened eyes, raised eyebrows, a sudden and slightly loud vocal tone, and tense facial muscles clearly indicates that the time is unexpected and likely problematic. The emotion is not anger or sadness, but a state of shock or disbelief, suggesting he may have realized he is late for something important or that something significant and unexpected is occurring at this time.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man against a solid green screen backdrop. He has short, thinning light brown hair and is wearing a dark gray crew-neck t-shirt. He looks directly into the camera."
} | CREMA-D/1001_IEO_ANG_MD | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is loud, strained, and has a high pitch. The tone is sharp and forceful, conveying a strong sense of frustration or exasperation. The delivery is quick and clipped.",
"speech_content": "It's 11:00."
},
"body_lang_desc": "The speaker's body is mostly stationary, with the focus on his facial expression. His shoulders appear slightly tensed, and his head is held straight, facing the camera directly. There are no significant gestures or movements.",
"facial_exp_desc": "The man's facial expression is one of intense anger and frustration. His eyebrows are drawn down and together, creating deep furrows on his forehead. His eyes are squinted tightly, and his nose is wrinkled. His mouth is open, with the lips pulled back to bare his upper teeth in a snarl-like grimace.",
"sentiment_analysis": "The overall sentiment conveyed is intensely negative, specifically anger and exasperation. The combination of the aggressive facial expression (furrowed brow, squinted eyes, bared teeth) and the strained, loud vocal delivery transforms the neutral statement \"It's 11:00\" into a powerful outburst. The man appears to be extremely frustrated or incensed, with the time itself likely being a significant point of contention or stress. The green screen setting suggests this is a performance, but the emotion being portrayed is a clear and potent display of anger.",
"video_desc": "A head-and-shoulders shot of a middle-aged, fair-skinned man with short, thinning brown hair, wearing a dark grey t-shirt. He is positioned in front of a solid, bright green screen. The man displays a very expressive and angry facial expression throughout the short clip."
} | CREMA-D/1001_IEO_DIS_HI | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a low-to-mid pitch range. His tone is tense, sharp, and serious. The delivery is clipped and emphatic, suggesting a sense of urgency, frustration, or disbelief.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The man is shown from the chest up and remains relatively still. His posture is rigid and he faces the camera directly. There are no discernible hand gestures or significant body movements; the tension is conveyed primarily through his facial expression and stillness.",
"facial_exp_desc": "The man's facial expression is intensely serious and troubled. His eyebrows are drawn together and lowered, creating deep vertical and horizontal wrinkles on his forehead. His eyes are wide and fixed in an intense stare. His mouth is slightly open as he speaks, with his lips held in a tense, straight line.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is a potent mix of frustration, urgency, and disbelief. The content of the speech, \"It's 11 o'clock,\" is neutral on its own, but it is heavily colored by the non-verbal and vocal cues. The deeply furrowed brow, intense stare, and tense posture signal significant distress or anger. The sharp, clipped vocal delivery transforms the simple statement of time into a loaded remark, implying that the time is problematic or that a deadline has been passed. The emotion is not simple anger but a more complex feeling of exasperation and serious concern.",
"video_desc": "A close-up shot of a middle-aged, fair-skinned man with short, thinning brown hair, wearing a dark grey crew-neck t-shirt. He is positioned in the center of the frame against a solid, bright green screen background. He looks directly at the camera throughout the clip."
} | CREMA-D/1001_IEO_DIS_LO | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a medium-to-low pitch. The tone is strained, tense, and confrontational. His delivery is clipped and sharp, not conversational or informative, suggesting impatience or anger.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker remains very still throughout the short clip, with his shoulders held rigidly. This stillness, combined with his intense facial expression, creates a tense and confrontational posture. No hand gestures are visible.",
"facial_exp_desc": "The man's facial expression is severe and conveys anger or frustration. His eyebrows are drawn down and furrowed, creating deep vertical lines between them. His forehead is wrinkled, and his eyes are slightly narrowed in an intense, focused stare directed at the camera. His lips are pressed together tightly and turned down slightly at the corners, and his jaw appears clenched.",
"sentiment_analysis": "The overall sentiment is one of strong anger, disapproval, and frustration. While the spoken words, \"It's 11 o'clock,\" are factually neutral, the speaker's delivery transforms them into an accusation or a statement of extreme displeasure. The tense and strained vocal tone, coupled with severe facial expressions like furrowed brows, narrowed eyes, and a clenched jaw, clearly indicate a negative emotional state. The rigid and confrontational body language reinforces this feeling. The speaker is not merely stating the time; he is using the time as a basis for a confrontation, implying that someone has broken a rule, missed a deadline, or acted inappropriately.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man with short, thinning light brown hair. He is wearing a plain, dark gray crew-neck t-shirt. The background is a solid, bright green screen, suggesting a studio or production setting. The lighting is direct and bright on his face."
} | CREMA-D/1001_IEO_DIS_MD | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is that of an adult male with a medium-to-high pitch. His delivery is rapid, clear, and carries a tone of urgency and alarm. The enunciation is sharp and clipped.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker is mostly stationary, but there is a subtle tension in his posture. He appears to lean slightly forward towards the camera as he delivers his line, which enhances the sense of urgency and direct address to the viewer.",
"facial_exp_desc": "The man's facial expression is one of intense surprise or shock. His eyes are wide open, revealing the whites around the irises. His eyebrows are raised high, causing prominent horizontal wrinkles to form across his forehead. His mouth is slightly agape as he speaks.",
"sentiment_analysis": "The overall sentiment conveyed is one of alarm, urgency, and shock. While the spoken content, \"It's 11 o'clock,\" is factually neutral, the non-verbal and vocal cues entirely define the emotional context. The wide, shocked eyes, raised eyebrows, and wrinkled forehead are classic indicators of surprise or fear. This is strongly reinforced by the rapid, high-pitched, and tense vocal delivery. The slight forward lean in his body language further emphasizes the urgency of the message. The speaker is not simply telling the time; he is communicating a sense of panic or distress associated with that specific time, as if a deadline has been missed or something significant and possibly negative is about to occur.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man with thinning brown hair, wearing a dark gray t-shirt. He is positioned in front of a solid green screen backdrop and is looking directly into the camera."
} | CREMA-D/1001_IEO_FEA_HI | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the medium-to-low pitch range for an adult male. His delivery is deliberate and clear, with a serious and slightly tense tone. The pace is slow and measured, and the volume is normal, as if speaking directly to someone close by.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker's body is mostly static. He faces the camera directly with his shoulders squared, adopting a stable and grounded posture. There are no discernible hand gestures or significant body movements. His stillness, combined with his direct gaze, enhances the intensity of his message.",
"facial_exp_desc": "The speaker maintains an intense and serious facial expression. His eyebrows are slightly furrowed, causing wrinkles to appear on his forehead. His eyes are wide open and fixed on the camera, conveying a sense of focus and concern. There is visible tension around his mouth and jaw, and his lips are slightly parted as he finishes speaking. The overall expression suggests urgency, seriousness, or mild anger.",
"sentiment_analysis": "The overall sentiment conveyed is one of seriousness and urgency, bordering on concern or frustration. While the spoken words, \"It's 11 o'clock,\" are factually neutral, the speaker's delivery imbues them with significant emotional weight. The tense and serious vocal tone, combined with the intense facial expression (furrowed brow, wide eyes, tight jaw) and direct, unmoving body language, strongly suggests that the time is critical or that a deadline has been reached or is fast approaching. The emotion is not one of simple information-sharing but of a significant, possibly negative, announcement. The feeling is one of high alert and gravity.",
"video_desc": "A middle-aged Caucasian man with thinning, light brown hair and blue eyes is shown from the chest up. He is wearing a dark grey, short-sleeved crewneck t-shirt. The man is positioned in front of a solid, bright green screen background. He looks directly into the camera as he speaks."
} | CREMA-D/1001_IEO_FEA_LO | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is that of an adult male, with a moderate pitch and a clear, slightly sharp tone. The delivery is quick and clipped, suggesting a sense of urgency or alarm.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker is mostly stationary, facing the camera directly. There is a very subtle forward lean of his head and shoulders as he speaks, which can emphasize the importance or immediacy of his statement. No distinct hand gestures are visible.",
"facial_exp_desc": "The man's facial expression is one of concern or surprise. His eyes are wide open, and his eyebrows are raised, causing horizontal wrinkles to form on his forehead. His mouth is slightly agape as he delivers the line, and his facial muscles appear tense.",
"sentiment_analysis": "The overall sentiment conveyed is one of urgency, alarm, and possibly mild panic. While the content of the speech, \"It's 11 o'clock,\" is neutral, the speaker's delivery infuses it with strong emotion. The wide eyes, raised eyebrows, tense facial muscles, and the sharp, abrupt vocal tone all combine to suggest that the time is critically important and that a deadline may have been missed or is fast approaching. The emotion is not one of anger or sadness, but rather a heightened state of alert and concern.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, thinning brown hair and light-colored eyes. He is wearing a plain, dark grey t-shirt and is positioned in the center of the frame. The background is a solid, bright green screen."
} | CREMA-D/1001_IEO_FEA_MD | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a clear, mid-to-high-pitched male voice. His tone is very cheerful, bright, and enthusiastic. The delivery is crisp and energetic, with a noticeable upward inflection that conveys excitement.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker's body is mostly stationary, facing the camera directly. He appears to lean slightly forward as he speaks, which can indicate engagement and enthusiasm. His posture is upright and open. No hand gestures are visible in the frame.",
"facial_exp_desc": "The man has a very expressive and happy facial expression. His eyes are wide open, and his eyebrows are slightly raised. He displays a broad, genuine smile that shows his upper teeth and causes crinkles (crow's feet) to form at the corners of his eyes. His cheeks are lifted, reinforcing the joyful expression.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is overwhelmingly positive, joyful, and enthusiastic. While the spoken words, \"It's 11 o'clock,\" are factually neutral, the speaker's delivery transforms them into an exciting announcement. The cheerful and energetic vocal tone, combined with a wide, genuine smile and engaged body language, strongly projects happiness and positive anticipation. He appears genuinely delighted to be sharing this information, creating a feeling of excitement and glee.",
"video_desc": "A close-up shot of a middle-aged, fair-skinned man with thinning light brown hair and blue eyes. He is positioned in the center of the frame, from the chest up. He is wearing a simple dark grey crew-neck t-shirt. The background is a solid, bright green screen, suggesting a studio or production setting. The man is looking directly at the camera and speaking."
} | CREMA-D/1001_IEO_HAP_HI | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the mid-to-high pitch range for a male. His articulation is clear and the pace is unhurried. The tone is declarative and generally neutral, with a slightly pleasant and friendly quality.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker's body is mostly still, facing directly towards the camera with a relaxed posture. His shoulders are level. After speaking and smiling, he gives a single, subtle nod, which appears to be a gesture of satisfaction, confirmation, or pleasant acknowledgment.",
"facial_exp_desc": "Initially, the man has a neutral expression as he begins to speak, with his eyes open and looking directly at the camera. As he finishes the sentence, his expression softens into a warm, gentle smile. His lips are closed, the corners of his mouth are turned up, his cheeks are slightly raised, and wrinkles (crow's feet) appear at the corners of his eyes, indicating a genuine smile. He then briefly closes his eyes while maintaining the smile, adding to the pleasant expression.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of pleasantness and gentle satisfaction. While the spoken content, \"It's 11 o'clock,\" is purely informational and neutral, the speaker's non-verbal cues strongly color the message with positive emotion. The transition from a neutral speaking face to a warm, genuine smile, coupled with the soft, confirming nod, suggests contentment, friendliness, and a sense of calm accomplishment or relief. The emotion is not one of high-energy happiness but rather a quiet, positive, and agreeable state.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man positioned in the center of the frame. He has thinning brown hair and is wearing a dark gray, short-sleeved crew-neck t-shirt. The background is a solid, vibrant green screen, suggesting a studio setting for video production."
} | CREMA-D/1001_IEO_HAP_LO | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a male voice with a moderate pitch and a clear, articulate quality. His delivery is steady and has a neutral, informative tone. The pace is unhurried and the volume is consistent.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker is sitting still, facing forward towards the camera. His posture is relaxed and upright. After speaking, he gives a slight, subtle nod as he smiles. No hand or arm gestures are visible in the frame. His overall body language projects a sense of calm and confidence.",
"facial_exp_desc": "The man begins with a neutral but engaged expression, maintaining direct eye contact with the camera. His eyebrows are slightly raised as he speaks. Immediately after finishing the sentence, his expression transitions into a gentle, closed-mouth smile. The smile causes crinkles to form around his eyes (crow's feet), conveying warmth and friendliness.",
"sentiment_analysis": "The overall sentiment conveyed is neutral-to-positive and friendly. The spoken content itself is purely informational and neutral (\"It's 11 o'clock.\"). However, the speaker's paralinguistic and non-verbal cues add a layer of positive emotion. His clear, calm tone, direct eye contact, and the warm, reassuring smile he offers after delivering the line create an approachable and pleasant demeanor. He appears confident and amiable, suggesting the intent is not just to state a fact, but to do so in an agreeable and engaging manner.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man with short, thinning brown hair and light-colored eyes. He is wearing a dark grey crew-neck t-shirt and is positioned against a solid, bright green screen background. The lighting is even and bright, clearly illuminating his features."
} | CREMA-D/1001_IEO_HAP_MD | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a calm, clear, male voice with a medium pitch. The pace of speech is moderate and even. The tone is neutral and declarative, without any significant emotional inflection.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker's body is mostly still. His shoulders are relaxed, and he faces forward. There is a very subtle, almost imperceptible, forward tilt of his head as he delivers the line. No hand gestures are visible. His posture is static, indicating a controlled and deliberate presentation.",
"facial_exp_desc": "The man maintains a neutral facial expression throughout the clip. His eyebrows are relaxed, and he holds direct eye contact with the camera. His lips move to form the words, but there is no smile or frown. After speaking, his lips close into a neutral, straight line. His expression is placid and composed.",
"sentiment_analysis": "The overall sentiment of the video clip is neutral. The speaker's delivery of the factual statement, \"It's 11 o'clock,\" is devoid of any emotional coloring. This neutrality is consistently supported by all observable cues: the calm and even vocal tone, the placid facial expression, and the still, composed body language. The context of a green screen recording further suggests that this is a deliberate, objective delivery, likely for an audition, a voice-over, or as a piece of stock footage. There are no indicators of happiness, sadness, anger, or any other distinct emotion.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning light brown hair. He is wearing a dark gray, crew-neck t-shirt and is positioned in front of a solid, bright green background, suggesting the use of a green screen. He looks directly into the camera and speaks a short sentence."
} | CREMA-D/1001_IEO_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His delivery is deliberate and clear, with a slightly tense and serious tone. The pace is slow, and the volume is normal. There is a slight pause after the first word, adding emphasis to the statement.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker remains largely stationary throughout the clip. His posture is upright with his shoulders squared to the camera. There are no noticeable hand gestures, as the shot is framed from the chest up. He makes a very subtle, almost imperceptible, forward movement with his head as he delivers the line, which adds to the intensity of his gaze.",
"facial_exp_desc": "The man's facial expression is serious and intense. His eyebrows are slightly lowered and drawn together, creating a subtle furrow in his brow. His eyes are wide and focused intently on the camera. His mouth is held in a firm, neutral line, with a slight downturn at the corners, suggesting concern or gravity.",
"sentiment_analysis": "The overall sentiment conveyed is one of seriousness, urgency, and mild apprehension. While the spoken words, \"It's 11 o'clock,\" are factually neutral, the speaker's delivery infuses them with significant emotional weight. The tense and deliberate vocal tone, combined with the intense facial expression (furrowed brow, wide eyes) and focused body language, suggests that the time is a critical deadline or a significant, possibly foreboding, moment. The emotion is not overt distress but rather a controlled intensity that creates a feeling of suspense and gravity.",
"video_desc": "A medium close-up shot of a middle-aged, fair-skinned man with short, thinning brown hair. He is positioned in the center of the frame, looking directly into the camera. He is wearing a plain, dark grey, crew-neck t-shirt. The background is a solid, bright green screen, suggesting a studio or production setting."
} | CREMA-D/1001_IEO_SAD_HI | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a calm, male voice with a mid-to-low pitch. The delivery is clear, direct, and delivered at a normal volume and pace. The tone is relatively flat and non-inflected, suggesting a statement of fact delivered with seriousness.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker's body is mostly still throughout the short clip. He is facing forward with his shoulders squared to the camera. There are no discernible gestures or significant body movements, indicating a controlled and deliberate posture.",
"facial_exp_desc": "The man maintains a serious and neutral expression. His eyes are wide and focused on the camera. His eyebrows are slightly lowered and his brow is subtly furrowed, which can suggest concentration or concern. His mouth is held in a straight line, without a smile or frown, only moving to articulate the words.",
"sentiment_analysis": "The overall sentiment conveyed is one of seriousness and subtle urgency or concern. While the spoken words are a neutral statement of time, the speaker's delivery completely changes the context. The flat, direct vocal tone, combined with the focused, slightly worried facial expression and static body language, suggests that the time \"11 o'clock\" is significant and possibly ominous. There is an absence of overt emotion, but the controlled and intense demeanor creates an atmosphere of tension, as if delivering important, perhaps grave, information.",
"video_desc": "A medium close-up shot of a middle-aged, fair-skinned man with balding, short brown hair. He is wearing a dark grey, crew-neck t-shirt and is positioned in the center of the frame against a solid green screen background. He looks directly into the camera."
} | CREMA-D/1001_IEO_SAD_LO | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His delivery is clear, direct, and spoken at a normal pace and volume. The tone is even and declarative.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker remains largely still throughout the clip, with an upright posture. There is a very subtle forward movement of his head as he speaks. His shoulders appear relaxed. No other body movements or gestures are visible.",
"facial_exp_desc": "The man begins with his eyes briefly closed or looking down. He then opens them and establishes direct eye contact with the camera. His facial expression is neutral and focused. His lips are held in a straight line, and his eyebrows are relaxed. There is no visible smile or frown.",
"sentiment_analysis": "The overall sentiment conveyed is neutral and declarative. The speaker's tone of voice, neutral facial expression, direct eye contact, and composed body language all point to a professional delivery, likely for an audition or a video recording. He is stating a fact without any discernible emotional overlay like happiness, sadness, or anger. The performance is focused and serious in its execution but emotionally neutral in its content.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, thinning brown hair. He is wearing a dark gray crewneck t-shirt and is positioned in front of a solid green screen. The lighting is bright and the camera is static."
} | CREMA-D/1001_IEO_SAD_MD | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-to-low pitched male voice. His tone is declarative and somewhat flat, delivered at a normal pace and volume. There is a serious quality to his speech, lacking any notable intonational variation.",
"speech_content": "I'm on my way to the meeting."
},
"body_lang_desc": "The speaker is stationary, facing forward towards the camera. His shoulders appear level and his posture is upright. There are no discernible hand gestures or significant body movements in the clip. His stillness contributes to the focused and serious demeanor.",
"facial_exp_desc": "The man maintains a serious and concerned facial expression. His eyebrows are slightly furrowed, and his eyes are wide open, staring directly into the camera. There are visible creases on his forehead. His lips are slightly parted and appear tense as he speaks. The overall expression suggests worry, seriousness, or apprehension.",
"sentiment_analysis": "The overall sentiment conveyed is one of seriousness and concern, with a hint of apprehension. While the spoken words, \"I'm on my way to the meeting,\" are neutral in content, the speaker's non-verbal cues strongly color the message. His furrowed brow, wide, unblinking eyes, and tense facial muscles create an expression of worry. This is reinforced by the flat, serious tone of his voice, which lacks any positive or relaxed inflection. His static and direct posture suggests a focused and intense state of mind. The combination of these elements indicates that the meeting he is referring to is of significant importance and is likely a source of stress or concern for him.",
"video_desc": "A close-up shot of a middle-aged man with short, thinning light brown hair and blue eyes. He is wearing a dark grey, crew-neck t-shirt and is positioned in front of a solid green screen backdrop. The lighting is bright and directly on his face. The camera remains static throughout the short clip."
} | CREMA-D/1001_IOM_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is of a moderate male pitch but sounds strained and tense. The delivery is rapid and clipped, conveying a sense of urgency and irritation. The tone is sharp and annoyed.",
"speech_content": "I'm on my way to the meeting."
},
"body_lang_desc": "The speaker faces the camera directly with a tense posture. His shoulders appear slightly raised. There is a subtle forward movement as he delivers the line, which emphasizes the urgency and confrontational nature of his statement. No hand gestures are visible.",
"facial_exp_desc": "The man's facial expression is intensely negative. His eyebrows are drawn together and lowered, creating deep furrows on his forehead. His eyes are slightly narrowed, and his mouth is tense, with the corners pulled back slightly as he speaks. There is visible tension in his jaw and cheeks, consistently communicating anger and frustration.",
"sentiment_analysis": "The speaker conveys a strong and clear sentiment of frustration, annoyance, and impatience. While the spoken words, \"I'm on my way to the meeting,\" are neutral in isolation, the multimodal cues paint a picture of significant irritation. The strained, rapid vocal delivery suggests he is under stress or being delayed. This is powerfully reinforced by his facial expression, particularly the deeply furrowed brow and tense mouth, which are classic indicators of anger. His tense body language further underscores this feeling of being stressed and aggravated. The overall emotional state is one of acute frustration, as if he is responding to an unnecessary interruption or is running late for an important event.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, thinning brown hair, wearing a dark gray t-shirt. He is positioned in the center of the frame against a solid green screen background. The lighting is bright and even."
} | CREMA-D/1001_IOM_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the mid-to-high pitch range for an adult male. His delivery is loud, forceful, and has a slightly strained quality, indicating a high level of stress or agitation. The tempo is quick and clipped.",
"speech_content": "I'm on my way to the meeting."
},
"body_lang_desc": "The speaker is facing the camera directly. His posture appears tense, with his shoulders slightly raised. There are no significant hand gestures visible in the frame. His head remains relatively still, emphasizing the intensity of his facial expression and vocal delivery.",
"facial_exp_desc": "The man's facial expression is one of intense agitation or anger. His eyes are wide open, and his eyebrows are raised and slightly furrowed, creating lines on his forehead. His mouth is open as he speaks, with his lips tense and pulled back slightly. The muscles in his jaw and cheeks appear clenched.",
"sentiment_analysis": "The overall sentiment conveyed is one of intense anger, frustration, and high stress. While the spoken words, \"I'm on my way to the meeting,\" are contextually neutral, the speaker's delivery transforms them into an emotional outburst. The loud, strained vocal tone, combined with the wide-eyed, tense facial expression and rigid posture, strongly suggests he is in a very stressful situation, possibly responding to someone who is pressuring or doubting him. The emotion is not subtle; it is a clear and forceful expression of agitation and anger.",
"video_desc": "A close-up shot of a middle-aged, fair-skinned man from the chest up. He is wearing a dark gray, short-sleeved t-shirt. The background is a solid, bright green screen, suggesting a studio or filming environment. The lighting is direct and highlights his facial features."
} | CREMA-D/1001_IOM_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is clear, with a moderate pitch and a natural, conversational pace. The tone is initially neutral and declarative, but it carries an underlying sense of confidence or purpose.",
"speech_content": "I'm on my way to the meeting."
},
"body_lang_desc": "The speaker's body is mostly still, facing forward towards the camera. After delivering the line, he gives a single, small, and deliberate nod, which coincides with the change in his facial expression. This nod reinforces the confident and conclusive nature of his statement.",
"facial_exp_desc": "At the beginning, while speaking, the man has a relatively open and engaging expression with his eyebrows slightly raised and his mouth forming the words. Immediately after he finishes the sentence, his expression shifts significantly. He closes his mouth into a tight-lipped, firm smile, with the corners of his lips pulled slightly to the sides. His eyes maintain contact with the camera, and his expression becomes knowing and confident, almost smug.",
"sentiment_analysis": "The overall sentiment conveyed is one of strong confidence and self-assurance, with a hint of smugness or satisfaction. While the spoken words are simple and neutral, the non-verbal cues—specifically the tight-lipped smile and the decisive nod that follow—transform the meaning. The initial delivery is straightforward, but the subsequent expression suggests he is not just going to a routine meeting, but is heading into a situation where he feels in control, anticipates a positive outcome for himself, or possesses some private knowledge. The combination of verbal and non-verbal communication creates a feeling of being pleased and in command of the situation.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man speaking directly to the camera. He is wearing a plain, dark grey t-shirt and is positioned in front of a solid, bright green screen background."
} | CREMA-D/1001_IOM_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His delivery is clear, with a steady pace and even intonation. The audio quality is good, with no significant background noise.",
"speech_content": "I'm on my way to the meeting."
},
"body_lang_desc": "The speaker's body is mostly still. He is facing forward, with his shoulders squared to the camera. There are no noticeable gestures or significant body movements. His posture appears relaxed but composed.",
"facial_exp_desc": "The man maintains a neutral to serious facial expression throughout the clip. His eyebrows are relaxed, his eyes are open, and he maintains direct eye contact with the camera. There is a slight tension around his mouth, which is closed both before and after he speaks. He does not smile or show any other overt emotion.",
"sentiment_analysis": "The overall sentiment of the speaker is neutral. The content of the speech is purely informational, stating a fact without any emotional language. This is reinforced by his delivery; the acoustic features of his voice are steady and devoid of emotional inflection. His facial expression is neutral and his body language is contained and still. The combination of these verbal and non-verbal cues suggests a deliberate, matter-of-fact delivery, possibly for an audition, a line reading in a film, or a corporate video message where a professional and unemotional tone is required.",
"video_desc": "A middle-aged Caucasian man with short, thinning brown hair is shown from the chest up. He is wearing a dark gray, short-sleeved crew-neck t-shirt. He is positioned in the center of the frame, facing the camera directly against a solid green screen background. The lighting is even and highlights his facial features."
} | CREMA-D/1001_IOM_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is a moderate to low-pitched male voice. The delivery is clear and deliberate, with a steady pace and normal volume. The tone is somewhat flat and lacks significant emotional inflection, sounding factual and direct.",
"speech_content": "I'm on my way to the meeting."
},
"body_lang_desc": "The speaker's body is mostly still. He is facing forward, with his shoulders square to the camera. There is a very subtle forward movement of his head as he speaks. He maintains an upright posture, which contributes to the direct and formal nature of his delivery. No hand gestures are visible.",
"facial_exp_desc": "The man maintains a serious and direct facial expression. His eyes are wide and he holds consistent eye contact with the camera. His eyebrows are neutral to slightly raised. His mouth is set in a neutral line when not speaking, without any hint of a smile. His expression conveys focus and a sense of gravity.",
"sentiment_analysis": "The overall sentiment conveyed is neutral with a serious and slightly tense undertone. The spoken words, \"I'm on my way to the meeting,\" are purely informational. However, the speaker's non-verbal cues—a flat, uninflected vocal tone, direct and unwavering eye contact, a serious facial expression, and still posture—suggest that the statement carries a degree of importance or gravity. There is a lack of any positive or negative emotion, resulting in a feeling of focused determination or perhaps slight apprehension. The delivery is intentional and purposeful, not casual.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man against a solid green screen background. He has short, thinning brown hair with a receding hairline and is wearing a dark gray, crewneck t-shirt. He is positioned in the center of the frame and looks directly into the camera throughout the clip."
} | CREMA-D/1001_IOM_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is of a moderate pitch and volume. His delivery is clear and articulate, with a slightly declarative but thoughtful tone. The pace is unhurried and natural.",
"speech_content": "I think I have a doctor's appointment."
},
"body_lang_desc": "The speaker's body is mostly still. He exhibits a very subtle forward lean with his head and upper torso as he delivers the line, which adds a slight emphasis to his statement. His posture is upright, and no other significant body language or gestures are visible.",
"facial_exp_desc": "The man's facial expression is one of contemplation or realization. His eyebrows are slightly raised and his eyes are wide open, maintaining steady eye contact with the camera. There is a slight tension around his mouth and forehead as he speaks, suggesting he is processing the thought he is verbalizing.",
"sentiment_analysis": "The overall sentiment conveyed is one of neutral contemplation mixed with a hint of uncertainty or mild concern. The verbal content, specifically the phrase \"I think,\" introduces an element of doubt. This is reinforced by his facial expression—the raised eyebrows and wide eyes suggest a moment of sudden recall or dawning realization. The acoustic features are not highly emotional, but the thoughtful, deliberate tone supports the interpretation of someone processing information. Holistically, the speaker portrays a character who has just remembered an important, potentially slightly burdensome, commitment.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man against a solid green screen background. He has short, thinning brown hair and is wearing a dark grey crew-neck t-shirt. He is centered in the frame and looking directly into the camera as he speaks."
} | CREMA-D/1001_ITH_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a mid-range pitch with a slightly hesitant and questioning intonation. The delivery is clear but carries a tone of worry or concern. The pace of speech is moderate.",
"speech_content": "I think I have a doctor's appointment."
},
"body_lang_desc": "The speaker remains relatively still throughout the clip. His posture is upright, facing the camera directly. There are no noticeable hand gestures or significant body movements; the focus is entirely on his facial expression and speech.",
"facial_exp_desc": "The man's eyebrows are drawn together and slightly lowered, creating prominent wrinkles on his forehead and between his brows. His eyes are wide and focused, and the corners of his mouth are turned slightly downwards into a subtle frown. This combination of expressions conveys a strong sense of worry, confusion, or concern.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of worry and apprehension. While the spoken words themselves, \"I think I have a doctor's appointment,\" could be neutral, the delivery and non-verbal cues strongly color the message. The hesitant word \"think\" combined with the worried and confused facial expression (furrowed brow, frown) and the concerned tone of voice indicates that this is not a simple statement of fact. Instead, it portrays a moment of sudden, troubling realization or a struggle to recall an important but potentially stressful event. The emotion is not anger or sadness, but a clear state of concern and anxiety.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man against a solid green screen background. He is wearing a plain dark grey t-shirt. The man has short, thinning brown hair and is looking directly at the camera. The lighting is bright and frontal."
} | CREMA-D/1001_ITH_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a slightly elevated pitch and a quick, somewhat clipped delivery. The tone is tinged with urgency and a hint of panic or anxiety, as if he has just had a sudden, worrisome realization.",
"speech_content": "I think I have a doctor's appointment."
},
"body_lang_desc": "The speaker is mostly stationary, facing the camera directly. There is a slight lean forward with his head and upper body as he delivers the line, which subtly enhances the feeling of urgency and immediacy in his statement. No significant hand gestures are visible.",
"facial_exp_desc": "The speaker's facial expression is one of alarm and sudden realization. His eyes are wide open, and his eyebrows are raised high, causing distinct horizontal wrinkles to form across his forehead. His mouth is open as he speaks, and his facial muscles appear tense, contributing to an overall look of surprise and concern.",
"sentiment_analysis": "The overall sentiment conveyed is one of anxious surprise and sudden realization. The combination of auditory and visual cues—the wide, startled eyes, raised eyebrows, tense facial expression, and the urgent, slightly panicked tone of voice—strongly suggests that the speaker has just remembered something important and potentially forgotten. The emotion is a blend of surprise, anxiety, and mild panic, as if he is suddenly concerned about missing his doctor's appointment.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man with short, thinning light brown hair and light-colored eyes. He is wearing a plain, dark grey crew-neck t-shirt and is positioned in front of a solid, bright green screen background."
} | CREMA-D/1001_ITH_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a clear, male voice with a moderate pitch and a friendly, slightly cheerful tone. The speech has a smooth, even pace with a slight upward inflection at the end, conveying a sense of pleasant realization.",
"speech_content": "I think I have a doctor's appointment."
},
"body_lang_desc": "The man's body is mostly still, facing forward towards the camera. He makes a very subtle forward nod as he speaks, which adds a slight emphasis to his statement. His posture appears relaxed and comfortable.",
"facial_exp_desc": "The man begins with a slight smile, which widens into a broad, friendly grin as he finishes his sentence. His eyebrows are slightly raised, and his eyes are wide and engaged, with crinkles forming at the corners, indicating a genuine smile. His expression is open and approachable.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is positive, friendly, and cheerful. Although the spoken words are a neutral statement of fact or realization (\"I think I have a doctor's appointment\"), the non-verbal cues strongly shape the emotional context. The speaker's broad smile, engaged eyes, and light, pleasant vocal tone suggest he is happy or amused by this realization. There is no hint of annoyance or stress; instead, he seems perfectly content and approachable, delivering the line with a lighthearted and positive demeanor.",
"video_desc": "A head-and-shoulders shot of a middle-aged, fair-skinned man with thinning brown hair, wearing a dark grey t-shirt. He is positioned in the center of the frame against a solid bright green screen background. The man looks directly into the camera and speaks."
} | CREMA-D/1001_ITH_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a calm, male voice in the mid-to-low pitch range. The pace of his speech is moderate and deliberate. His tone is neutral and declarative, with a slight hint of contemplation or uncertainty introduced by the phrase 'I think'.",
"speech_content": "I think I have a doctor's appointment."
},
"body_lang_desc": "The speaker's body is mostly still, with his shoulders squared to the camera. There are no discernible hand gestures or significant body movements. His posture is upright and relaxed, suggesting a calm and composed demeanor.",
"facial_exp_desc": "The man maintains a largely neutral facial expression throughout the clip. His eyes are open and he makes direct eye contact with the camera. As he begins to speak, his eyebrows raise very slightly, indicating thought or slight uncertainty. His mouth moves naturally with his speech, but he does not smile or frown. His expression conveys a sense of seriousness and straightforwardness.",
"sentiment_analysis": "The overall sentiment of the video clip is neutral with a subtle touch of contemplation or uncertainty. The speaker's words, \"I think I have a doctor's appointment,\" suggest he is recalling a piece of information rather than expressing a strong feeling about it. This is supported by his calm vocal tone, neutral facial expression, and still body language. The slight eyebrow raise is the only indicator of his thought process. There are no cues to suggest happiness, sadness, anger, or fear. The presentation feels like a simple, factual statement being delivered for an audition or as stock footage, designed to be emotionally ambiguous and straightforward.",
"video_desc": "A medium close-up shot of a middle-aged, Caucasian man with short, thinning brown hair and light-colored eyes. He is wearing a plain dark grey crew-neck t-shirt. The background is a solid, evenly lit green screen. The man is positioned in the center of the frame and looks directly into the camera as he speaks."
} | CREMA-D/1001_ITH_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the medium-to-low pitch range for an adult male. His delivery is calm and declarative, with a slightly hesitant or thoughtful pace. The tone is flat and lacks significant emotional inflection.",
"speech_content": "I think I have a doctor's appointment."
},
"body_lang_desc": "The speaker remains largely stationary throughout the clip. His posture is upright and his shoulders are relaxed. There are no discernible hand gestures. He makes a very subtle forward movement with his head as he speaks, reinforcing the delivery of his statement.",
"facial_exp_desc": "The man begins with his eyes closed and mouth slightly parted, suggesting a moment of thought or recollection. He then opens his eyes, maintaining a neutral to slightly serious expression. His eyebrows are relaxed, and his mouth closes into a neutral line after he finishes speaking. There are no signs of smiling or frowning.",
"sentiment_analysis": "The overall sentiment conveyed is neutral with a hint of contemplation or realization. The speaker's verbal content, \"I think I have a doctor's appointment,\" is a simple statement of recall. This neutrality is supported by his flat vocal tone, minimal facial expression, and still body language. The initial moment with his eyes closed suggests he is retrieving a memory. The subsequent direct, serious gaze as he speaks indicates he is delivering this information as a simple fact without any strong associated emotion like happiness, fear, or sadness. The performance feels deliberate and controlled, as if stating a fact that has just come to mind.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair, wearing a dark gray t-shirt. He is positioned in front of a solid green screen. The man initially has his eyes closed as if thinking, then opens them and looks directly into the camera as he speaks."
} | CREMA-D/1001_ITH_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is that of an adult male, with a moderate pitch and a clear, articulate delivery. The tone is somewhat serious and carries a hint of concern or apprehension. The pace is deliberate and measured.",
"speech_content": "I think I've seen this before."
},
"body_lang_desc": "The speaker remains largely stationary throughout the clip. His posture is upright, and his shoulders are squared to the camera. There are no discernible hand gestures or significant body movements, which keeps the focus entirely on his facial expression and vocal delivery.",
"facial_exp_desc": "The man's facial expression is one of concerned recognition. His eyebrows are slightly raised, and his eyes are wide, creating wrinkles on his forehead. His mouth is slightly open as he finishes speaking, and there is a noticeable tension in the muscles around his mouth and jaw. His gaze is fixed and direct towards the camera.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of unease, apprehension, and concerned recognition. The phrase \"I think I've seen this before\" is delivered not with nostalgia or simple recollection, but with a sense of foreboding. This is strongly supported by his wide-eyed, tense facial expression and the serious, slightly worried tone of his voice. The combination of verbal and non-verbal cues suggests that the memory being recalled is unsettling or problematic, creating a feeling of suspense or mild alarm.",
"video_desc": "A medium close-up shot of a middle-aged, fair-skinned man with short, thinning brown hair. He is wearing a dark gray, short-sleeved t-shirt. He is positioned in the center of the frame, facing the camera directly against a solid, bright green screen background."
} | CREMA-D/1001_ITS_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a mid-to-low pitch range, typical for an adult male. His delivery is deliberate and slightly tense. The tone is questioning and suspicious, with a flat intonation that suggests skepticism or unease.",
"speech_content": "I think I've seen this before."
},
"body_lang_desc": "The speaker remains largely still throughout the clip, maintaining a fixed posture with his shoulders squared to the camera. There are no discernible hand gestures or significant body movements. This stillness focuses all the attention on his intense facial expression and the delivery of his line.",
"facial_exp_desc": "The man's facial expression is one of intense concentration and suspicion. His eyebrows are drawn together and lowered, creating deep vertical and horizontal wrinkles on his forehead. His eyes are slightly narrowed as he looks directly into the camera. His lips are slightly parted, and the corners of his mouth are turned down in a slight frown, adding to the look of concern or disbelief.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is a mixture of suspicion, confusion, and dawning realization. The verbal content, \"I think I've seen this before,\" points to a sense of déjà vu. However, this is not a pleasant or neutral realization. The acoustic features—a tense, questioning tone—and the visual cues—a deeply furrowed brow, narrowed eyes, and a frown—strongly indicate negative emotions. The speaker seems troubled, distrustful, or concerned by this familiarity, as if he is trying to recall a negative past experience or is wary of the current situation repeating itself. The combination of all elements creates a powerful feeling of unease and skepticism.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair, wearing a plain, dark grey t-shirt. He is positioned in the center of the frame, facing the camera directly against a solid green screen background."
} | CREMA-D/1001_ITS_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the mid-to-high pitch range for a male. His delivery is quick and enunciated with a tone of sudden realization and surprise, bordering on alarm. There is a sense of urgency in his speech.",
"speech_content": "I think I've seen this before."
},
"body_lang_desc": "The speaker remains relatively still, facing the camera directly. There is a very subtle forward lean of his head as he delivers the line, which can suggest emphasis or a dawning realization. No hand or arm gestures are visible. His posture appears slightly tense, particularly in the shoulders.",
"facial_exp_desc": "The man's facial expression is one of clear surprise and shock. His eyes are wide open, revealing the whites around his irises. His eyebrows are raised high, causing distinct horizontal wrinkles to form across his forehead. His mouth is open as he speaks, maintaining a slightly agape position that enhances the look of astonishment.",
"sentiment_analysis": "The speaker conveys a strong and unambiguous sentiment of surprise and alarm. The combination of his wide-eyed, eyebrow-raised facial expression and the urgent, slightly high-pitched vocal delivery points to a sudden and impactful realization. The phrase \"I think I've seen this before\" in this context suggests not a neutral observation, but a shocked recognition of a recurring, and likely negative or dangerous, situation. The overall emotion is a blend of shock, concern, and apprehension, as if the speaker is experiencing a troubling sense of déjà vu.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair, wearing a dark gray t-shirt. He is positioned in the center of the frame against a solid bright green screen background. He looks directly into the camera while speaking."
} | CREMA-D/1001_ITS_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a moderate pitch and a clear, articulate quality. His delivery is at a natural, conversational pace. There is a slight upward inflection at the end of the sentence, which conveys a sense of realization or dawning recognition.",
"speech_content": "I think I've seen this before."
},
"body_lang_desc": "The speaker is relatively still, with his shoulders and upper torso facing the camera directly. There are no significant body movements or hand gestures visible in the frame. The focus is entirely on his facial expression and verbal delivery.",
"facial_exp_desc": "The speaker's facial expression conveys surprise and realization. As he begins to speak, his eyebrows raise significantly, causing horizontal wrinkles to form on his forehead. His eyes widen, and he looks directly at the camera. His mouth is slightly open as he speaks, contributing to the look of discovery.",
"sentiment_analysis": "The overall sentiment conveyed is one of mild surprise and realization. The speaker's statement, \"I think I've seen this before,\" combined with the acoustic cues of rising intonation and the visual cues of raised eyebrows and widened eyes, points to a moment of dawning awareness or recognition. The emotion is not one of shock or alarm, but rather a thoughtful and intrigued discovery, similar to the feeling of déjà vu. The direct-to-camera address suggests he is sharing this moment of realization with the audience.",
"video_desc": "A medium close-up shot of a middle-aged, fair-skinned man with receding light brown hair. He is wearing a plain, dark grey t-shirt and is positioned in the center of the frame. The background is a solid, bright green screen with some visible folds or shadows, indicating it's a fabric backdrop."
} | CREMA-D/1001_ITS_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-to-low pitched male voice. His speaking pace is slow and deliberate. The tone is relatively flat and non-inflected, conveying a sense of contemplation or weariness rather than excitement or surprise.",
"speech_content": "I think I've seen this before."
},
"body_lang_desc": "The speaker remains largely still throughout the clip, with his shoulders squared to the camera. There are no discernible hand gestures. He makes a very subtle, slow nod as he finishes his sentence, which reinforces the feeling of dawning realization or resignation.",
"facial_exp_desc": "At the beginning of the clip, the man's eyes are partially closed, and his brow is slightly furrowed, suggesting he is thinking or recalling a memory. He then opens his eyes fully and makes direct eye contact with the camera. His expression is serious and neutral, with his lips pressed together in a straight line. There is a lack of any smile or strong emotion, contributing to a pensive and somber look.",
"sentiment_analysis": "The overall sentiment conveyed is one of weary and contemplative recognition. The phrase \"I think I've seen this before\" combined with the slow, deliberate speech, serious facial expression, and minimal body language suggests a feeling of déjà vu tinged with resignation or mild apprehension. The emotion is not one of happy remembrance but rather the realization of being in a familiar, possibly difficult or tiring, situation once again. The sentiment is primarily neutral to slightly negative, characterized by thoughtfulness, fatigue, and a hint of concern.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, thinning brown hair and blue eyes. He is wearing a plain, dark grey t-shirt and is positioned in front of a bright green screen background. He looks directly at the camera while speaking."
} | CREMA-D/1001_ITS_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice with a slightly grainy texture. His delivery is slow and deliberate, with a questioning and contemplative intonation.",
"speech_content": "I think I've seen this before."
},
"body_lang_desc": "The speaker is mostly still, with a slight, subtle forward lean as he delivers the line. His posture is upright, but his expression is the primary conveyor of his emotional state. There are no significant gestures.",
"facial_exp_desc": "The man's eyebrows are slightly raised and furrowed, creating lines of concern on his forehead. His eyes are wide and focused, staring intently forward. His mouth is held in a neutral to slightly downturned line. His overall expression is one of confusion, concern, and dawning realization.",
"sentiment_analysis": "The overall sentiment is a mix of confusion, concern, and apprehension. The verbal content, suggesting a sense of déjà vu, is delivered with a slow, hesitant pace and a serious tone. This is strongly supported by the non-verbal cues: the furrowed brow, wide eyes, and intense stare all point to someone trying to place a memory that is troubling or unsettling. The combination creates an atmosphere of anxious contemplation, as if the speaker is realizing something unwelcome or puzzling.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair. He is wearing a dark grey crew-neck t-shirt and is positioned in front of a solid green screen, looking directly into the camera."
} | CREMA-D/1001_ITS_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a medium pitch and a deliberate, somewhat strained tone. The delivery is slow and enunciated, with a slight tension in the voice. It lacks a natural, conversational flow, sounding more like a formal declaration or a line reading.",
"speech_content": "I would like a new alarm clock."
},
"body_lang_desc": "The speaker remains almost completely still throughout the clip. His posture is rigid, and he is facing the camera directly. There are no noticeable hand gestures or significant body movements, which contributes to the stiff and intense overall presentation.",
"facial_exp_desc": "The man's facial expression is one of intensity and surprise. His eyes are wide open, and his eyebrows are slightly raised. There are visible wrinkles on his forehead. His mouth is open as he speaks, but the muscles around it and his jaw appear tense. The expression is static and does not change throughout the short clip.",
"sentiment_analysis": "The overall sentiment conveyed is a complex mixture of shock, intensity, and urgency, which starkly contrasts with the mundane nature of the spoken words. The phrase \"I would like a new alarm clock\" is a simple request, but the delivery suggests a much deeper emotional state. The wide-eyed, tense facial expression, combined with the rigid posture and the strained, deliberate vocal tone, points towards a state of high emotional arousal. It feels as though the character is in disbelief or has just experienced a shocking event, and this seemingly trivial request is either a non-sequitur uttered in a state of shock or a statement loaded with a hidden, urgent meaning. The performance is dramatic and intense, not reflective of a simple, everyday desire.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with thinning brown hair, wearing a dark gray t-shirt. He is positioned in the center of the frame, looking directly at the camera. The background is a solid, bright green screen."
} | CREMA-D/1001_IWL_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-to-low pitched male voice. His tone is somewhat flat and monotonous, but with an underlying hint of seriousness or firmness. The pace is deliberate and clear.",
"speech_content": "I would like a new alarm clock."
},
"body_lang_desc": "The speaker remains largely still throughout the clip. He faces the camera squarely with a straight posture. There are no discernible hand gestures or significant body movements, which contributes to his rigid and serious demeanor.",
"facial_exp_desc": "The man's facial expression is serious and slightly strained. His eyebrows are drawn together and furrowed, creating noticeable lines on his forehead. His eyes are wide open, and he maintains direct eye contact with the camera. His mouth is set in a firm, neutral line, showing a hint of tension at the corners.",
"sentiment_analysis": "The overall sentiment conveyed is one of seriousness and frustration. While the spoken words, \"I would like a new alarm clock,\" are a simple statement of desire, the non-verbal cues suggest a deeper negative emotion. The furrowed brow, tense facial muscles, and direct, unblinking stare indicate annoyance or impatience. The flat, firm vocal delivery lacks any warmth or casualness, making the statement sound more like a demand or a complaint than a simple request. The combination of these elements suggests the speaker is frustrated, possibly with a current, malfunctioning alarm clock, and is expressing his need with a high degree of seriousness and irritation.",
"video_desc": "A middle-aged man with short, thinning brown hair is shown from the chest up. He is wearing a dark grey, crew-neck t-shirt and is positioned in front of a bright green screen background. He looks directly at the camera throughout the clip."
} | CREMA-D/1001_IWL_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a clear, male voice with a medium pitch and a moderate speaking rate. The tone is declarative and emphatic, with a slight upward inflection that conveys a sense of earnestness or urgency.",
"speech_content": "I would like a new alarm clock."
},
"body_lang_desc": "The speaker is relatively still, facing the camera directly. His posture is upright. The framing is from the upper chest, so no hand gestures are visible. There is a very subtle forward lean of his head and torso, which helps to emphasize his statement and directness.",
"facial_exp_desc": "The man's facial expression is highly expressive and appears somewhat intense. His eyes are wide open, and his eyebrows are raised high, creating prominent horizontal wrinkles on his forehead. His mouth is open as he speaks the line, maintaining a focused and direct gaze at the camera. The overall expression suggests a strong sense of need, pleading, or urgency.",
"sentiment_analysis": "The overall sentiment conveyed is one of earnest and urgent pleading. The seemingly neutral content of the speech, a simple request for an alarm clock, is imbued with significant emotional weight through the speaker's delivery. The combination of wide, intense eyes, raised eyebrows, and an emphatic vocal tone transforms the statement from a simple desire into a critical, almost desperate need. The performance suggests a character who is making a very important and heartfelt request, possibly out of frustration or desperation with their current situation.",
"video_desc": "A middle-aged Caucasian man with short, thinning brown hair and light-colored eyes is shown in a medium close-up shot. He is wearing a dark grey, short-sleeved crew-neck t-shirt. The background is a solid, brightly lit green screen. The man is centered in the frame and looks directly at the camera as he speaks."
} | CREMA-D/1001_IWL_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a clear, mid-range male voice. His tone is friendly and slightly enthusiastic. The pace of his speech is moderate and articulate, with clear enunciation of each word. The audio is clean with no background noise.",
"speech_content": "I would like a new alarm clock."
},
"body_lang_desc": "The speaker is relatively still, facing forward towards the camera. His posture appears relaxed and open. There are no significant body movements or hand gestures; his communication is primarily through his facial expression and vocal tone.",
"facial_exp_desc": "The speaker maintains direct eye contact with the camera. His eyebrows are slightly raised, and his eyes are wide open, creating an engaged and earnest expression. He has a gentle smile on his face as he speaks, with his lips slightly parted. Wrinkles are visible on his forehead and around his eyes, accentuating his expressive face.",
"sentiment_analysis": "The overall sentiment conveyed is positive, hopeful, and pleasant. The explicit content of the speech is a simple request or statement of desire. This is supported by the speaker's acoustic and visual cues. His friendly vocal tone, clear articulation, and slightly enthusiastic pitch suggest a positive and hopeful feeling. Visually, his wide eyes, raised eyebrows, and gentle smile create an expression of earnestness and pleasant anticipation. There are no indicators of negative emotions; the entire presentation is warm, engaging, and optimistic.",
"video_desc": "A medium close-up shot of a middle-aged man with short, thinning brown hair and light-colored eyes. He is wearing a dark grey, short-sleeved t-shirt and is positioned in front of a solid green screen background. The lighting is bright and focused on him from the front."
} | CREMA-D/1001_IWL_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a mid-to-low pitch range. His delivery is calm, clear, and deliberate. The tone is even and declarative, with a standard, unhurried pace and moderate volume. The audio quality is clean with no significant background noise.",
"speech_content": "I would like a new alarm clock."
},
"body_lang_desc": "The speaker's body is mostly static. He faces the camera directly with his shoulders squared. There are no discernible gestures with his hands or arms. His posture is upright and still, indicating a controlled and intentional recording environment.",
"facial_exp_desc": "The man maintains a neutral to serious facial expression throughout the clip. His eyes are open and focused on the camera. His eyebrows are relaxed, and his mouth forms the words without any accompanying smile or frown. After speaking, his lips close into a neutral, straight line. His expression is placid and shows no strong emotion.",
"sentiment_analysis": "The overall sentiment of the video is neutral. The speaker's statement, \"I would like a new alarm clock,\" is a simple declaration of desire, delivered in a completely matter-of-fact manner. This neutrality is reinforced by all observable cues: his vocal tone is even and devoid of emotional inflection, his facial expression is placid and serious, and his body language is still and composed. There are no indicators of happiness, sadness, frustration, or any other emotion. The clip appears to be a staged or recorded line reading, where the objective is to state the sentence clearly rather than to convey a particular feeling.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man with short, thinning brown hair and blue eyes. He is wearing a plain, dark grey crew-neck t-shirt. The man is positioned in the center of the frame, looking directly into the camera against a solid, brightly lit green screen background."
} | CREMA-D/1001_IWL_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a mid-to-low pitch range for a male. His delivery is deliberate, slow, and measured. The tone is serious and carries a significant amount of tension and firmness, almost sounding strained.",
"speech_content": "I would like a new alarm clock."
},
"body_lang_desc": "The speaker remains very still throughout the clip, with his head and shoulders squared to the camera. His posture appears rigid and tense. There are no discernible hand gestures or significant body movements, which enhances the feeling of intensity and focus.",
"facial_exp_desc": "The man's facial expression is consistently serious and intense. His eyebrows are slightly furrowed, and his forehead shows faint lines of concern. His eyes are wide open, staring intently and unblinkingly at the camera. There is visible tension around his mouth and jaw, and his lips are held in a firm, straight line after he finishes speaking.",
"sentiment_analysis": "The overall sentiment conveyed is one of intense frustration, seriousness, and underlying distress. While the literal content of the sentence, \"I would like a new alarm clock,\" is neutral and mundane, the non-verbal and vocal cues entirely dictate the emotional tone. The speaker's tense and rigid body language, combined with a strained, serious voice and an intense, worried facial expression (furrowed brow, wide eyes, tight jaw), suggests that the simple request for an alarm clock is freighted with significant negative emotion. It feels less like a simple desire and more like a desperate plea or a final, stern declaration born from a long-standing problem. The sentiment is not anger, but a deep-seated annoyance and an urgent need for a resolution.",
"video_desc": "A medium close-up shot of a middle-aged, fair-skinned man with receding brown hair and blue eyes. He is wearing a dark grey, short-sleeved t-shirt and is positioned in front of a solid green screen background. The man looks directly into the camera throughout the clip."
} | CREMA-D/1001_IWL_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a mid-range male voice. His tone is inquisitive and questioning, delivered at a moderate pace and normal volume. The audio is clear with no significant background noise.",
"speech_content": "I wonder what this is about."
},
"body_lang_desc": "The speaker's body language is minimal and static. He remains stationary, facing the camera directly. There are no noticeable gestures or significant body movements, keeping the focus entirely on his facial expression and speech.",
"facial_exp_desc": "The man's facial expression starts as neutral. As he begins to speak, his eyebrows raise slightly, and his eyes widen a little, conveying a sense of curiosity and wonder. He maintains direct eye contact with the camera, creating an engaging and questioning look.",
"sentiment_analysis": "The overall sentiment of the clip is one of neutral curiosity and contemplation. The explicit content of the speech, \"I wonder what this is about,\" directly states a feeling of questioning and uncertainty. This is effectively reinforced by the non-verbal cues: the speaker's eyebrows lift in a classic expression of wonder, and his vocal tone is distinctly inquisitive. The lack of other strong emotional indicators in his body language or facial expression keeps the mood neutral. The speaker is not happy, sad, or angry; he is simply pondering a situation, creating a feeling of anticipation and inquisitiveness for the viewer.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair and light-colored eyes. He is wearing a plain, dark grey t-shirt and is positioned in front of a solid green screen background. He looks directly at the camera throughout the clip."
} | CREMA-D/1001_IWW_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is that of an adult male with a mid-range pitch. His tone is inquisitive and slightly tense, with a clear, deliberate delivery. The intonation reflects a genuine question or moment of contemplation.",
"speech_content": "I wonder what this is about."
},
"body_lang_desc": "The speaker is relatively still, with minimal body movement. He maintains a stable, forward-facing posture. There are no significant hand gestures. He may lean slightly forward as he delivers the line, subtly emphasizing his curiosity.",
"facial_exp_desc": "The man's facial expression conveys curiosity and slight confusion. His eyebrows are drawn together and furrowed, and his forehead is wrinkled. His eyes are wide and focused intently on the camera. His lips are slightly parted as he speaks, maintaining a look of puzzlement.",
"sentiment_analysis": "The overall sentiment is one of curiosity and confusion. The spoken words, \"I wonder what this is about,\" explicitly state his uncertainty. This is strongly reinforced by his facial expressions, particularly the furrowed brow and intense, questioning gaze. The combination of verbal and non-verbal cues indicates that the speaker is encountering something unknown and is actively trying to understand it. There is a slight undertone of skepticism or apprehension, but the primary emotion is inquisitive puzzlement.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair. He is wearing a dark grey, crew-neck t-shirt and is positioned in front of a solid green screen background. He looks directly at the camera with a questioning expression."
} | CREMA-D/1001_IWW_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the mid-to-high pitch range for a male. His tone is questioning and laced with a hint of concern or apprehension. The delivery is clear and at a normal pace.",
"speech_content": "I wonder what this is about."
},
"body_lang_desc": "The man's body is relatively still, facing directly towards the camera. There is a slight tension in his neck and shoulders, which aligns with his facial expression of concern and curiosity. No distinct hand gestures are made.",
"facial_exp_desc": "The man's facial expression is one of confusion and concern. His eyebrows are raised and drawn together, creating vertical and horizontal lines on his forehead. His eyes are wide open, staring directly forward as if looking at something perplexing. His mouth is slightly agape, reinforcing the sense of surprise or puzzlement.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is a mixture of curiosity, confusion, and apprehension. The spoken words, \"I wonder what this is about,\" explicitly state his uncertainty and desire for information. This is amplified by his acoustic features, where the questioning and slightly worried tone suggests he is not just curious but also concerned about the unknown situation. His facial expression, with wide eyes and furrowed brows, strongly signals puzzlement and a degree of anxiety. The combination of these verbal and non-verbal cues creates a holistic impression of someone confronting an unexpected and potentially unsettling event, feeling both intrigued and wary.",
"video_desc": "A head-and-shoulders shot of a middle-aged, fair-skinned man with short, thinning light brown hair and blue eyes. He is wearing a plain dark gray t-shirt and is centered in the frame. The background is a solid, brightly lit green screen, suggesting a film or video production setting."
} | CREMA-D/1001_IWW_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a clear, mid-pitched male voice. He speaks at a moderate, conversational pace with a slight upward inflection at the end, indicative of a question or curiosity. The tone is smooth and even.",
"speech_content": "I wonder what this is about."
},
"body_lang_desc": "The man is facing the camera directly with an upright and relaxed posture. His shoulders are level. There is very little body movement, aside from a slight and subtle shift as he transitions from speaking to smiling. No hand gestures are visible.",
"facial_exp_desc": "Initially, the man has a curious and slightly inquisitive expression with his eyebrows slightly raised as he speaks. Immediately after finishing his line, his expression changes to a wide, warm, and friendly smile. His eyes crinkle at the corners, and his cheeks are raised, revealing his upper teeth, which suggests a genuine smile.",
"sentiment_analysis": "The overall sentiment of the video clip is positive, friendly, and engaging. It begins with a sense of lighthearted curiosity, as conveyed by the spoken words and the inquisitive facial expression. This quickly transitions into a feeling of warmth, happiness, and approachability, communicated through his broad, genuine smile and relaxed demeanor. The speaker effectively creates a welcoming and positive atmosphere, moving from a moment of wonder to an expression of open friendliness.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, receding brown hair, wearing a dark grey t-shirt. He is positioned in the center of the frame against a solid bright green screen background."
} | CREMA-D/1001_IWW_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a moderate, even pitch and a calm, measured pace. The tone is inquisitive and slightly thoughtful, without any strong emotional inflection. The audio is clear and recorded in a quiet environment, with no discernible background noise.",
"speech_content": "I wonder what this is about."
},
"body_lang_desc": "The speaker's body is mostly still. He maintains an upright posture with his shoulders relaxed. There are no noticeable hand gestures or significant body movements. His head remains relatively stationary, with only minimal, natural movement as he speaks, reinforcing a calm and contemplative demeanor.",
"facial_exp_desc": "The man maintains a relatively neutral facial expression. His eyebrows are slightly raised, and his eyes are wide open, conveying a sense of curiosity and attentiveness. His mouth opens slightly to speak, but the corners remain neutral, not forming a smile or a frown. His gaze is fixed directly on the camera, suggesting he is addressing an audience.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of neutral curiosity and contemplation. The explicit content of his speech, \"I wonder what this is about,\" directly states a sense of inquisitiveness. This is supported by his non-verbal cues: the calm vocal tone lacks any strong emotion like excitement or anxiety, and his facial expression, characterized by slightly raised eyebrows and an engaged gaze, aligns perfectly with a state of wondering. The lack of any other emotional indicators in his body language or voice suggests the emotion is purely intellectual curiosity rather than being tied to feelings of happiness, sadness, or fear. He appears to be pondering a situation in a composed and thoughtful manner.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, thinning brown hair and light-colored eyes. He is wearing a plain, dark gray t-shirt and is positioned in front of a solid, bright green screen background. The lighting is bright and even, and the camera remains static throughout the clip. The man looks directly into the camera as he speaks."
} | CREMA-D/1001_IWW_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a moderate-to-low pitch range. His delivery is slow and deliberate, with a clear, questioning intonation. The tone is even and lacks any significant volume changes.",
"speech_content": "I wonder what this is about."
},
"body_lang_desc": "The man remains relatively still throughout the short clip, with no discernible head or body movements. His posture is upright, and his shoulders appear to be in a neutral, relaxed position. No hand gestures are visible.",
"facial_exp_desc": "The man's eyebrows are slightly furrowed, and his forehead shows faint horizontal lines, indicating a state of contemplation or concern. His eyes are open wide, and he maintains direct eye contact with the camera. His mouth is slightly open as he speaks, with his lips appearing somewhat tense or pursed.",
"sentiment_analysis": "The speaker conveys a sentiment of curiosity mixed with apprehension and confusion. His explicit words, \"I wonder what this is about,\" directly state his uncertainty. This is reinforced by his non-verbal cues: the furrowed brow and wide eyes suggest a degree of concern or worry about the unknown situation he is contemplating. The slow, deliberate vocal delivery further emphasizes a thoughtful, slightly anxious state of mind. The overall emotion is not one of overt fear or distress, but rather a more subdued state of questioning and slight unease about an impending event or piece of information.",
"video_desc": "A head-and-shoulders shot of a middle-aged, fair-skinned man with short, thinning, light brown hair. He is wearing a dark gray, short-sleeved t-shirt and is positioned in front of a solid green screen. He looks directly at the camera throughout the clip."
} | CREMA-D/1001_IWW_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His speech is clear and delivered at a normal pace. The tone is declarative and neutral, with no significant emotional inflection.",
"speech_content": "Maybe tomorrow it will be cold."
},
"body_lang_desc": "The speaker's body is mostly still. The shot focuses on his head and shoulders, so no hand gestures are visible. He maintains an upright posture and does not make any significant movements, indicating a calm and controlled demeanor.",
"facial_exp_desc": "The man maintains a neutral facial expression throughout the clip. At the beginning, his lips are pressed together in a straight line. As he speaks, his eyebrows raise slightly and his eyes widen a little, which is common for articulation and emphasis when speaking. His gaze is steady and directed forward. There is no smile or frown.",
"sentiment_analysis": "The overall sentiment of the video is neutral. The speaker's verbal content, a simple statement about the weather, is inherently neutral. This is strongly supported by the non-verbal cues: his vocal tone is even and lacks emotional coloring, his facial expression is calm and unexpressive, and his body language is still and composed. The context of speaking in front of a green screen suggests he is likely an actor delivering a line, further reinforcing the impression of a deliberate, neutral performance rather than a genuine expression of personal feeling.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with thinning brown hair and blue eyes, wearing a dark grey t-shirt. He is positioned in the center of the frame, looking directly at the camera against a solid green screen background."
} | CREMA-D/1001_MTI_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His speaking pace is deliberate and slightly slow, with a noticeable pause after the word 'tomorrow'. The tone is questioning and speculative, lacking strong conviction.",
"speech_content": "Maybe tomorrow it will be cold."
},
"body_lang_desc": "The speaker's body is mostly static throughout the clip. He maintains a fixed posture, facing forward. There are no discernible hand gestures or significant body movements. He makes a very slight, subtle head movement as he speaks, which aligns with his contemplative expression.",
"facial_exp_desc": "The man's facial expression is one of concern and contemplation. His eyebrows are drawn together and slightly lowered, creating prominent vertical and horizontal wrinkles on his forehead. His eyes are slightly squinted, and he looks directly at the camera. His mouth is slightly open as he speaks, and his lips are tense.",
"sentiment_analysis": "The overall sentiment conveyed is one of uncertainty mixed with mild worry or concern. The speaker's words, \"Maybe tomorrow it will be cold,\" are speculative by nature. This uncertainty is strongly reinforced by his facial expression, particularly the furrowed brow and squinted eyes, which typically signal concern, deep thought, or apprehension. The hesitant and questioning tone of his voice further underscores a sense of doubt and slight anxiety about a future, potentially unpleasant, event (the cold). The lack of body language suggests an internalized emotional state, focusing the viewer's attention on his contemplative and worried facial cues.",
"video_desc": "A head-and-shoulders shot of a middle-aged, fair-skinned man with receding brown hair, wearing a plain, dark grey t-shirt. He is positioned in the center of the frame, facing the camera directly against a solid, bright green background, indicative of a green screen setup."
} | CREMA-D/1001_MTI_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a clear, mid-range male voice. His speech is articulate and delivered at a moderate pace. There is a slight upward inflection in his tone, conveying a sense of possibility or contemplation.",
"speech_content": "Maybe tomorrow it'll be cold."
},
"body_lang_desc": "The speaker is mostly still, facing the camera directly. His shoulders are level and relaxed. There are no noticeable hand gestures or significant body movements within the short clip. His posture is neutral and stable, indicating a controlled setting like a recording or an audition.",
"facial_exp_desc": "The man's facial expression is engaged and expressive. His eyes are wide open, and his eyebrows are raised, creating prominent horizontal wrinkles on his forehead. His mouth is slightly open as he speaks. This combination of features suggests anticipation, surprise, or a sense of wonder.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of neutral contemplation mixed with mild anticipation or wonder. The content of the speech itself is a neutral statement about a future possibility. However, the speaker's expressive facial features—specifically the wide eyes and raised eyebrows—inject a sense of curiosity or speculative interest into the line delivery. The acoustic features, with a clear tone and slight inflection, support this mood. It doesn't lean towards happiness or sadness but rather portrays a moment of thoughtful possibility, as if performed by an actor delivering a line.",
"video_desc": "A close-up to medium shot of a middle-aged Caucasian man with thinning brown hair, wearing a plain dark grey t-shirt. He is positioned in the center of the frame against a solid bright green background, suggesting a green screen setup. The lighting is bright and even, focused on the man."
} | CREMA-D/1001_MTI_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a moderate male pitch range. The delivery of the first part of the sentence, \"Maybe tomorrow it will be,\" is at a normal pace and neutral tone. However, on the final word, \"cold,\" his pitch rises sharply, his volume increases, and the word is enunciated with a sense of sudden shock and emphasis.",
"speech_content": "Maybe tomorrow it will be cold."
},
"body_lang_desc": "The speaker remains largely stationary, facing the camera directly. His posture is upright with his shoulders relaxed. There are no significant hand gestures. As he expresses surprise, there is a very subtle forward movement of his head and upper body, which adds emphasis to his exclamation.",
"facial_exp_desc": "Initially, the speaker has a relatively neutral and calm expression. As he says the final word, \"cold,\" his facial expression changes dramatically. His eyes widen significantly, his eyebrows shoot up, creating visible wrinkles on his forehead, and his mouth opens into a rounded 'O' shape. This combination of movements creates a classic, pronounced expression of surprise or shock.",
"sentiment_analysis": "The overall sentiment conveyed is one of intense and theatrical surprise or shock. While the text of the sentence is a neutral statement about the weather, the speaker's delivery transforms it into a moment of dramatic realization. The sudden shift in vocal tone from neutral to high-pitched and loud, combined with the classic facial expression of surprise (wide eyes, raised eyebrows, open mouth), clearly indicates that the character is startled or astonished by the thought or information. The performance is not conveying a genuine, spontaneous reaction but rather a deliberate and heightened portrayal of shock, as one would see in an acting performance.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair. He is wearing a dark gray, short-sleeved t-shirt and is positioned in front of a bright green screen backdrop. The lighting is direct and highlights his facial features."
} | CREMA-D/1001_MTI_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a mid-range pitch for a male. His tone is calm, clear, and even. The delivery is paced moderately and lacks any significant emotional inflection, sounding like a neutral statement or a line reading.",
"speech_content": "Maybe tomorrow it will be cold."
},
"body_lang_desc": "The speaker's body language is minimal and still. He faces the camera directly with his shoulders squared. There are no noticeable gestures with his hands or arms. He remains stationary, with only very slight, natural movements of his head as he speaks.",
"facial_exp_desc": "The man's facial expression is predominantly neutral. He maintains direct eye contact with the camera. His eyebrows are relaxed, and his mouth shows minimal movement, only what is necessary for speech. There are no signs of smiling, frowning, or any other distinct emotional display. His expression remains placid and composed throughout the clip.",
"sentiment_analysis": "The overall sentiment conveyed in the video clip is neutral. This conclusion is based on the convergence of multiple factors. The verbal content, \"Maybe tomorrow it will be cold,\" is a speculative and factual statement without inherent emotional charge. The speaker's acoustic features, including a calm, even tone and moderate pace, support this neutrality. His facial expression is consistently placid, lacking any indicators of happiness, sadness, anger, or surprise. Furthermore, his still and composed body language reinforces the absence of emotional expression. The context of a studio setting (indicated by the green screen) suggests this is likely a deliberate, non-emotional performance or line reading. Therefore, the speaker is delivering the line in a purely informational and objective manner.",
"video_desc": "A middle-aged man with short, thinning brown hair and light-colored eyes is shown in a medium close-up shot. He is wearing a dark gray, short-sleeved t-shirt and is positioned in front of a solid, bright green background, suggesting a green screen setup. The lighting is direct and even, illuminating his face and upper body."
} | CREMA-D/1001_MTI_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His speaking pace is steady and his tone is declarative and even. The enunciation is clear and there is no discernible accent.",
"speech_content": "Maybe tomorrow it will be cold."
},
"body_lang_desc": "The speaker's body is mostly still. He is facing forward, and there are no discernible head tilts, nods, or hand gestures. His posture appears relaxed and upright. The overall body language is very controlled and minimal.",
"facial_exp_desc": "The man maintains a neutral facial expression throughout the clip. His eyebrows are relaxed, and his eyes are open in a neutral gaze. His lips move naturally to form the words, and there is no smile, frown, or other strong emotional indicator. He purses his lips slightly as he finishes the sentence.",
"sentiment_analysis": "The overall sentiment of the video is neutral. The speaker's delivery is objective and matter-of-fact. The content of the speech, a simple statement about the weather, is not inherently emotional. This is reinforced by the speaker's neutral facial expression, still body language, and even vocal tone. The controlled environment (green screen) suggests this is likely a scripted line being delivered for a recording, rather than a spontaneous expression of personal feeling. Therefore, the clip conveys no discernible positive or negative emotion.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair. He is wearing a dark grey, crew-neck t-shirt and is positioned in front of a bright green screen background. The lighting is even, and he is looking directly into the camera."
} | CREMA-D/1001_MTI_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a moderate male pitch. The tone is serious and slightly tense, with a clear and deliberate articulation. There's an undertone of urgency or concern in his delivery.",
"speech_content": "The airplane is almost full."
},
"body_lang_desc": "The speaker maintains a relatively still and upright posture, facing the camera directly. His shoulders are squared. There is a very subtle lean forward as he delivers the line, which adds to the intensity and seriousness of his message. No hand gestures are visible.",
"facial_exp_desc": "The man's facial expression is one of concern and seriousness. His eyebrows are slightly furrowed, and his forehead is creased. His eyes are wide and maintain direct, intense contact with the camera. His lips are slightly pursed, and the corners of his mouth are drawn down, indicating tension.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of serious concern and urgency. The verbal content, \"The airplane is almost full,\" is delivered not as a simple statement of fact, but as a significant, potentially problematic piece of information. This is strongly supported by the non-verbal cues: his tense vocal tone, furrowed brow, intense gaze, and tight-lipped expression all combine to create an atmosphere of anxiety and gravity. The speaker appears to be delivering a warning or a stressful update, and the emotion is distinctly negative, leaning towards worry and apprehension.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man speaking directly to the camera. He has short, thinning brown hair and is wearing a dark grey crew-neck t-shirt. The background is a solid, bright green screen, indicating a studio or filming environment."
} | CREMA-D/1001_TAI_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a medium pitch and a tense, slightly strained tone. The delivery is clipped and conveys a sense of frustration or annoyance.",
"speech_content": "The airplane is almost full."
},
"body_lang_desc": "The speaker's body is mostly still. He is facing forward, and his posture appears rigid, particularly around the neck and shoulders, which reinforces the tension seen in his facial expression. There are no significant gestures.",
"facial_exp_desc": "The man's facial expression is one of clear displeasure. His eyebrows are furrowed and drawn together, creating deep vertical lines between them. His eyes are slightly narrowed, and he maintains intense eye contact with the camera. His mouth is set in a firm line, and there is visible tension in his jaw and around his lips as he speaks.",
"sentiment_analysis": "The speaker's overall sentiment is negative, specifically conveying frustration and annoyance. While the spoken words, \"The airplane is almost full,\" are factually neutral, the emotional context is delivered entirely through non-verbal and para-verbal cues. The tense and strained tone of voice, combined with the classic frustrated facial expression (furrowed brow, narrowed eyes, tense jaw), clearly indicates that the speaker is unhappy or concerned about this information. The rigid body language further amplifies this feeling of tension and displeasure. He is likely portraying a character who is complaining or expressing exasperation about the situation.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, thinning brown hair. He is wearing a dark gray crew-neck t-shirt and is positioned in front of a solid green screen. He is looking directly at the camera while speaking."
} | CREMA-D/1001_TAI_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is a mid-range male tenor. He delivers the line with a sudden burst of energy, a slightly raised pitch, and increased volume. His tone is stressed and conveys a sense of urgency and alarm.",
"speech_content": "The airplane is almost full."
},
"body_lang_desc": "The speaker's body is mostly still, facing directly towards the camera. There are no discernible hand gestures or significant body movements. His posture is upright, and he may tense his shoulders slightly as he delivers the line with intensity.",
"facial_exp_desc": "The man's facial expression transitions rapidly from a neutral-serious look to one of alarm. As he speaks, his eyes widen significantly, and his eyebrows raise high, creating prominent horizontal wrinkles across his forehead. His mouth opens to speak, but the primary expression of shock and urgency is conveyed through his eyes and brow area.",
"sentiment_analysis": "Based on a holistic analysis of the verbal and non-verbal cues, the speaker is conveying a strong sense of alarm, panic, and urgency. The content of the speech, \"The airplane is almost full,\" is a factual statement that is emotionally charged by the delivery. The acoustic features—a sudden, loud, and stressed vocal tone—point towards a state of distress. This is strongly reinforced by his facial expression, specifically the wide eyes and raised eyebrows, which are classic indicators of shock or alarm. The green screen background suggests this is a performance, but the emotion portrayed is clearly and effectively one of high-arousal negative sentiment, like panic or sudden, worried realization.",
"video_desc": "A medium close-up shot of a middle-aged, fair-skinned man with short, thinning brown hair and blue eyes. He is wearing a dark gray crew-neck t-shirt and is centered in the frame against a solid green screen background. The lighting is bright and even."
} | CREMA-D/1001_TAI_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is clear and delivered at a moderate pitch and normal volume. The tone is generally pleasant and slightly upbeat, with a smooth and even cadence.",
"speech_content": "The airplane is almost full."
},
"body_lang_desc": "The speaker is relatively still, facing forward towards the camera. His shoulders appear relaxed. There are no significant gestures or movements, indicating a calm and composed demeanor.",
"facial_exp_desc": "The man begins with his eyes briefly closed and a slight, gentle smile. He then opens his eyes wide, maintaining the smile, which makes the corners of his mouth turn up and creates slight wrinkles around his eyes. His eyebrows are relaxed. He looks directly at the camera, conveying a sense of pleasantness and direct communication.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is positive and pleasant. While the content of the sentence, \"The airplane is almost full,\" is factually neutral, the speaker's delivery infuses it with positive emotion. His gentle smile, wide-open eyes, and friendly vocal tone suggest satisfaction, relief, or happiness about the situation he is describing. He appears calm, content, and is communicating this positive state in a friendly and direct manner.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, light brown hair, wearing a dark grey t-shirt. He is positioned in front of a solid green screen background, suggesting a studio or recording environment."
} | CREMA-D/1001_TAI_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a mid-range pitch with a neutral, declarative tone. His delivery is clear, deliberate, and well-enunciated, spoken at a moderate pace and normal volume.",
"speech_content": "The airplane is almost full."
},
"body_lang_desc": "The speaker's body is very still. He maintains an upright posture with his shoulders squared to the camera. There is no discernible head movement or hand gestures; his entire upper body remains static, reinforcing a controlled and formal demeanor.",
"facial_exp_desc": "The man maintains a neutral facial expression throughout the video. His eyebrows are relaxed, his eyes are open with a steady gaze directed at the camera, and his mouth shows no sign of a smile or frown. His facial muscles appear relaxed, contributing to an overall stoic and impassive look.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is completely neutral. The spoken content is a simple, factual statement devoid of any emotional language. This neutrality is strongly reinforced by all non-verbal cues. The speaker's acoustic features, including a steady pitch and flat tone, lack any emotional inflection. His facial expression is impassive, and his body language is static and controlled. The combination of these elements suggests a deliberate and objective delivery, as one might expect from an actor performing a line reading, a voice-over artist recording a prompt, or a presenter delivering information in a formal context. There are no indicators of happiness, sadness, anger, or any other emotion.",
"video_desc": "A medium close-up shot of a middle-aged, Caucasian man with short, thinning brown hair and blue eyes. He is wearing a dark gray t-shirt and is positioned in the center of the frame against a solid green screen background. He looks directly into the camera throughout the clip."
} | CREMA-D/1001_TAI_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a moderate pitch and a serious, somber tone. His delivery is slow and deliberate, with a slight tension or waver in his voice, suggesting a sense of gravity or concern.",
"speech_content": "The airplane is almost full."
},
"body_lang_desc": "The speaker remains largely still throughout the short clip, with his shoulders squared to the camera. His posture is upright but appears tense. There are no noticeable hand gestures. The lack of movement, combined with his fixed gaze, focuses all the attention on his facial expression and the weight of his words.",
"facial_exp_desc": "The man's facial expression is one of intense seriousness and concern. His eyebrows are slightly furrowed, and his eyes are wide, maintaining direct and unwavering contact with the camera. His forehead shows slight wrinkling. His mouth is set in a firm, straight line, with the corners subtly downturned, conveying a sense of worry or apprehension.",
"sentiment_analysis": "The overall sentiment conveyed is one of serious concern, anxiety, and foreboding. While the spoken words, \"The airplane is almost full,\" are factually neutral, the speaker's delivery transforms them into a grave statement. The combination of his tense and somber vocal tone, the worried and intense facial expression (furrowed brow, wide eyes), and his rigid, still posture all indicate that this statement carries significant negative weight. He appears to be delivering bad news or a serious warning, creating a palpable feeling of apprehension and suspense.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, receding brown hair and blue eyes. He is wearing a plain, dark grey crew-neck t-shirt. The man is positioned in the center of the frame against a solid, bright green screen background. The lighting is direct and even."
} | CREMA-D/1001_TAI_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His speech is clear, deliberate, and enunciated. The tone is firm and declarative, with a steady volume and a slightly emphatic delivery, conveying a sense of certainty.",
"speech_content": "That is exactly what happened."
},
"body_lang_desc": "The speaker remains largely still throughout the clip, with his shoulders squared towards the camera. There is a very subtle forward lean as he delivers the line, which adds to the emphasis and intensity of his statement. No hand gestures are visible in the frame.",
"facial_exp_desc": "The man's facial expression is serious and intense. His eyebrows are slightly raised and his eyes are wide open, maintaining direct and unwavering eye contact with the camera. His mouth is tense as he forms the words, and his expression conveys a strong sense of conviction and seriousness.",
"sentiment_analysis": "The overall sentiment conveyed is one of strong conviction, seriousness, and absolute certainty. The speaker's firm tone, clear enunciation, and the declarative nature of the statement (\"That is exactly what happened\") leave no room for doubt. This is reinforced by his intense facial expression—wide eyes, raised brows, and a tense jaw—and his direct, unblinking gaze. The combination of verbal and non-verbal cues suggests he is stating something he believes to be an undeniable fact, possibly in a context that is serious or consequential. The emotion is neutral in terms of happiness or sadness but high in intensity and conviction.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man with short, light brown hair and a receding hairline. He is wearing a dark grey, short-sleeved crew-neck t-shirt and is positioned in front of a solid green screen background. He looks directly into the camera as he speaks."
} | CREMA-D/1001_TIE_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the mid-to-low pitch range for a male. His tone is serious and firm, with a slightly strained quality suggesting tension or concern. The pace of his speech is deliberate and measured, and his volume is normal.",
"speech_content": "That is exactly what happened."
},
"body_lang_desc": "The man's body is mostly still, with his shoulders squared to the camera, indicating a direct and confrontational or assertive stance. There are no noticeable hand gestures. He makes a very subtle, almost imperceptible nod as he finishes his sentence, adding emphasis to his statement.",
"facial_exp_desc": "The man's facial expression is one of serious concern and consternation. His eyebrows are drawn together and lowered, creating deep furrows in his forehead. His eyes are slightly narrowed, and he maintains intense, direct eye contact with the camera. The muscles around his mouth are tense, and the corners of his lips are pulled slightly downwards as he speaks.",
"sentiment_analysis": "The overall sentiment conveyed is one of serious concern, frustration, and firm confirmation. The combination of the declarative statement \"That is exactly what happened,\" the tense and serious vocal tone, and the distressed facial expression (furrowed brow, narrowed eyes, tense mouth) indicates that he is recounting an event that is negative, unfortunate, or difficult to believe. His direct gaze and firm posture suggest he is trying to impress upon the viewer the gravity and truth of the situation. The emotion is not one of overt anger or sadness, but rather a strong, negative confirmation of an unpleasant reality.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man with short, thinning brown hair and a receding hairline. He is wearing a plain, dark gray t-shirt. The man is positioned in front of a solid, bright green screen background. The lighting is direct, illuminating his face and casting some shadows. He is looking directly into the camera throughout the clip."
} | CREMA-D/1001_TIE_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a moderate-pitched male voice. His tone is serious, firm, and declarative. The speech is delivered at a deliberate pace, with clear articulation and emphasis on the word \"exactly,\" conveying a sense of certainty.",
"speech_content": "That is exactly what happened."
},
"body_lang_desc": "The speaker's body is mostly still. As he says the final word, \"happened,\" he gives a subtle but firm nod, reinforcing the affirmative nature of his statement. His posture is upright and his shoulders appear relaxed.",
"facial_exp_desc": "The man maintains intense eye contact with the camera throughout the clip. His eyebrows are raised, creating prominent horizontal wrinkles on his forehead. His eyes are wide open, contributing to an expression of seriousness and emphasis. His mouth moves naturally as he speaks, closing after the final word.",
"sentiment_analysis": "The overall sentiment conveyed is one of strong conviction and serious affirmation. The speaker is not expressing happiness or sadness, but rather a neutral-to-serious confirmation of a fact. The combination of the declarative statement (\"That is exactly what happened\"), the firm vocal tone, the wide-eyed and eyebrow-raised expression, and the reinforcing nod all work together to communicate absolute certainty. The expression could also suggest a hint of gravity or surprise about the event he is confirming.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair and light-colored eyes. He is wearing a dark gray, short-sleeved crewneck t-shirt. The man is positioned in the center of the frame, speaking directly to the camera against a solid bright green screen background."
} | CREMA-D/1001_TIE_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is clear and has a moderate-to-high pitch. His tone is energetic and emphatic, with a slightly fast pace. There is a sense of excitement or surprise in his delivery.",
"speech_content": "That is exactly what happened."
},
"body_lang_desc": "The speaker is facing the camera directly. His shoulders are relaxed. As he finishes his sentence, he gives a slight, sharp nod, which serves to emphasize his statement and convey certainty.",
"facial_exp_desc": "The man's facial expression is highly animated and positive. His eyes are wide open, and his eyebrows are raised, creating horizontal wrinkles on his forehead. He has a broad, open-mouthed smile, showing his upper teeth as he speaks. The expression suggests surprise, excitement, and strong affirmation.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of positive excitement and emphatic confirmation. The verbal content, \"That is exactly what happened,\" is a simple declaration, but its emotional weight is carried by the non-verbal cues. The speaker's energetic and high-pitched voice, combined with his wide-eyed, smiling expression and raised eyebrows, indicates a strong sense of surprise, amazement, or delight. The final nod solidifies his statement with an air of certainty and conviction. The sentiment is not just neutral confirmation but an animated and positive affirmation of an event.",
"video_desc": "A medium close-up shot of a middle-aged man with short, thinning brown hair and light-colored eyes. He is wearing a dark gray, short-sleeved t-shirt and is positioned in front of a solid green screen backdrop. The lighting is bright and even, focused on the man."
} | CREMA-D/1001_TIE_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is male, with a moderate-to-low pitch. The tone is firm, even, and declarative, lacking significant emotional inflection. The pace is deliberate and clear.",
"speech_content": "That is exactly what happened."
},
"body_lang_desc": "The speaker remains largely stationary, with his shoulders squared to the camera. There is a very subtle, almost imperceptible forward nod of the head as he finishes his sentence, emphasizing his statement. Otherwise, his posture is still and composed, reinforcing his serious demeanor.",
"facial_exp_desc": "The speaker maintains a very serious and stern facial expression throughout the clip. As he speaks, his eyebrows are slightly lowered. After speaking, his lips are pressed together in a firm, thin line, and his jaw appears slightly tensed. He maintains direct, unwavering eye contact with the camera, with a neutral but intense gaze.",
"sentiment_analysis": "The overall sentiment conveyed is one of serious, unwavering conviction. The speaker's verbal content is a definitive statement of fact, which is strongly reinforced by his non-verbal cues. The firm, flat vocal tone, combined with a stern facial expression, tense jaw, and direct, unblinking eye contact, projects an aura of absolute certainty and gravity. There is no ambiguity or emotional wavering; instead, he appears resolute, controlled, and intensely serious, as if confirming a significant or grave event. The mood is tense and somber, dominated by a sense of firm assertion.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair, wearing a dark grey t-shirt. He is positioned in the center of the frame against a solid green screen background. He speaks a short sentence and then holds a serious expression, looking directly into the camera."
} | CREMA-D/1001_TIE_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a medium pitch and a clear, steady tone. His delivery is deliberate and firm, with a normal volume. There is a slight emphasis on the word 'exactly', which is spoken with slightly more force and a subtle rise in intonation.",
"speech_content": "That is exactly what happened."
},
"body_lang_desc": "The speaker's body is mostly still, with his shoulders squared to the camera. He performs a slight, deliberate forward nod as he says \"exactly what happened,\" which serves to emphasize his statement. No other significant body movements or hand gestures are visible.",
"facial_exp_desc": "The man maintains intense and direct eye contact with the camera throughout the clip. As he speaks, his eyebrows raise slightly, creating horizontal wrinkles on his forehead, which indicates emphasis and seriousness. His eyes are wide, and his mouth is set in a neutral to slightly downturned line. The overall expression is one of conviction and gravity.",
"sentiment_analysis": "Based on the integration of verbal and non-verbal cues, the speaker conveys a strong sentiment of serious conviction and grave confirmation. The explicit content of the speech, \"That is exactly what happened,\" is a definitive statement. This is amplified by the firm, deliberate vocal tone and the emphatic stress on \"exactly.\" His facial expression, characterized by wide, intense eyes and raised eyebrows, signals the seriousness and importance of the information being conveyed. The subtle forward nod further reinforces the certainty of his statement. There is an absence of positive emotion; instead, the overall mood is one of gravity, suggesting that the event being confirmed is significant and possibly negative or alarming. The sentiment is not overtly emotional (like anger or sadness) but is intensely serious and assertive.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair and light-colored eyes. He is wearing a dark gray t-shirt and is positioned in front of a solid bright green screen. The camera is static and focused directly on him."
} | CREMA-D/1001_TIE_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a medium-to-low pitch range. His delivery is clear, deliberate, and well-enunciated. The tone is declarative and firm, with a steady volume and a slightly slow pace, emphasizing each word distinctly.",
"speech_content": "The surface is slick."
},
"body_lang_desc": "The speaker's posture is upright and his shoulders are squared towards the camera. He remains largely still, with no discernible hand gestures or significant body movements. There is a very subtle forward lean as he delivers the line, which adds a slight emphasis to his statement.",
"facial_exp_desc": "The man maintains direct eye contact with the camera throughout the clip. His eyes are wide open, and his eyebrows are slightly raised, conveying focus and intensity. His mouth moves precisely to form the words, with a slight tensing of the lips and jaw, particularly on the final word, \"slick.\" His overall expression is serious and neutral, lacking any smile or overt emotional display.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of serious warning or caution. The content of the speech, \"The surface is slick,\" is inherently a cautionary statement. This is reinforced by the speaker's non-verbal cues. His firm, clear vocal delivery, direct and intense eye contact, and serious facial expression all combine to create a tone of gravity. There is no personal emotion like fear or anger; instead, the delivery is objective and controlled, designed to communicate important, potentially hazardous information to the audience in an impactful and unambiguous way. The sentiment is therefore neutral in terms of personal feeling but carries a strong undertone of admonition.",
"video_desc": "A close-up, chest-up shot of a middle-aged Caucasian man with short, thinning brown hair and light-colored eyes. He is wearing a dark grey, short-sleeved crew-neck t-shirt. He is positioned in front of a solid, bright green screen background. The lighting is direct and even, highlighting his facial features."
} | CREMA-D/1001_TSI_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a medium pitch range but sounds strained and tense. His delivery is slow and deliberate, with a tone that suggests concern or disgust.",
"speech_content": "The surface is slick."
},
"body_lang_desc": "The speaker remains relatively still, facing the camera directly. His shoulders are squared, and his posture appears tense. No significant gestures are made during the short clip.",
"facial_exp_desc": "The man's eyebrows are heavily furrowed and drawn together, creating deep wrinkles on his forehead. His eyes are slightly narrowed, and his mouth is open as he speaks, with the corners pulled down slightly. His overall facial expression is one of intense concern, displeasure, or disgust.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is strongly negative, specifically a mixture of disgust and concern. This is communicated through multiple channels. The verbal content, \"The surface is slick,\" while potentially neutral, is delivered in a way that implies danger or unpleasantness. The acoustic features, particularly the strained and tense tone of voice, reinforce this negative feeling. The most compelling evidence comes from his facial expression, where the deeply furrowed brow and displeased mouth clearly indicate a negative emotional state. The combination of these cues suggests he is describing something he finds repulsive or hazardous.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with thinning brown hair, wearing a plain dark gray t-shirt. He is positioned in front of a solid bright green screen and is looking directly into the camera while speaking."
} | CREMA-D/1001_TSI_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a slightly elevated pitch and a tense, somewhat strained quality. The phrase is delivered quickly and clearly, with a sense of urgency or sudden realization.",
"speech_content": "The surface is slick."
},
"body_lang_desc": "The speaker is relatively still, facing directly towards the camera. His shoulders appear slightly tense. His head is pushed slightly forward as he delivers the line, which can indicate emphasis or a sense of immediacy. No other body language or gestures are visible in the tight framing.",
"facial_exp_desc": "The speaker's facial expression is one of surprise or alarm. His eyes are wide open, and his eyebrows are raised significantly, creating prominent horizontal wrinkles across his forehead. His mouth is open as he speaks, and his facial muscles appear tense.",
"sentiment_analysis": "The overall sentiment conveyed is one of alarm, surprise, and urgency. Although the literal content of the speech, \"The surface is slick,\" is a neutral statement of fact, the speaker's non-verbal and vocal cues transform it into a warning. The wide-eyed, startled facial expression, coupled with the tense, high-pitched, and rapid vocal delivery, strongly suggests that the slick surface poses an immediate danger or is an unexpected discovery. The speaker is effectively communicating a sense of peril and the need for immediate caution.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with thinning brown hair and blue eyes, wearing a dark grey crew-neck t-shirt. He is positioned in the center of the frame against a solid green screen background. The lighting is direct and even."
} | CREMA-D/1001_TSI_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is that of an adult male with a clear, standard American accent. The pitch is in the mid-to-high range for a male voice, and the tone is bright and cheerful. His enunciation is very clear and deliberate, with a smooth, even tempo.",
"speech_content": "The surface is slick."
},
"body_lang_desc": "The speaker is stationary, facing forward towards the camera. His shoulders appear relaxed. There is a very subtle forward nod of his head as he delivers the line, which adds a bit of emphasis to his words. No other significant body language or gestures are visible in the close-up frame.",
"facial_exp_desc": "The man maintains direct eye contact with the camera throughout the clip. He begins with his eyebrows slightly raised and a small, pleasant smile. As he speaks the line, his smile widens significantly, becoming a broad, genuine grin that shows his upper teeth and causes crinkling around his eyes. His expression is open, friendly, and engaging.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is positive, friendly, and cheerful. While the content of the speech, \"The surface is slick,\" is neutral in itself, the speaker's delivery transforms its emotional tone. His bright vocal quality, clear enunciation, wide and genuine smile, raised eyebrows, and direct eye contact all combine to create a warm, engaging, and happy demeanor. He appears to be enthusiastically and pleasantly delivering a line for a video production.",
"video_desc": "A close-up shot of a middle-aged Caucasian man from the chest up. He has short, thinning brown hair and blue eyes, and is wearing a dark gray, short-sleeved t-shirt. He is positioned in front of a solid green screen backdrop. The man looks directly at the camera and speaks a short phrase."
} | CREMA-D/1001_TSI_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the mid-range pitch for an adult male. His delivery is clear, deliberate, and well-enunciated. The tone is even and declarative, with a neutral quality. The speaking pace is slow and measured.",
"speech_content": "The surface is slick."
},
"body_lang_desc": "The speaker's body is mostly still. He maintains an upright posture with his shoulders squared to the camera. There are no noticeable hand gestures, as his arms are out of the frame. His head remains steady, with only minimal movement associated with his speech articulation.",
"facial_exp_desc": "The man maintains a neutral to slightly serious facial expression throughout the clip. His eyes are open and he holds direct eye contact with the camera. As he speaks, his eyebrows raise very slightly, and there's a minor tensing around his mouth. His expression lacks any strong emotional indicators, appearing focused and intentional.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is neutral and declarative. The combination of his serious, focused facial expression, still body language, and the measured, even tone of his voice suggests he is delivering a scripted line rather than expressing a personal feeling. The content of the speech, \"The surface is slick,\" is a simple factual statement. The delivery is professional and controlled, lacking any discernible emotional undertones such as happiness, sadness, or anger. The context of the green screen reinforces the interpretation that this is a performance, with the sentiment being intentionally neutral and informational.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, light brown hair and light-colored eyes. He is wearing a dark gray, short-sleeved t-shirt and is positioned in the center of the frame, facing the camera directly. The background is a solid, vibrant green screen, suggesting a studio or recording environment."
} | CREMA-D/1001_TSI_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a mid-to-low pitch range. His tone is serious and slightly strained, with a clipped and deliberate delivery. There is an undertone of tension and urgency in his speech.",
"speech_content": "The surface is slick."
},
"body_lang_desc": "The speaker's body is mostly still, facing directly towards the camera. His posture appears rigid, and his shoulders are slightly tensed. There is a very subtle forward movement of his head as he delivers the line, which adds to the intensity of his statement. There are no hand gestures.",
"facial_exp_desc": "The speaker maintains an intense and concerned facial expression throughout the clip. His eyebrows are furrowed, creating lines on his forehead and between his brows. His eyes are wide and focused, conveying a sense of alarm or seriousness. His lips are tense and slightly parted as he speaks, and the muscles around his jaw appear tight.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is one of serious concern and urgent warning. The content of the speech, \"The surface is slick,\" is a factual statement, but it is delivered with significant emotional weight. The tense and strained acoustic features, combined with the intense facial expression (furrowed brow, wide eyes) and rigid body language, suggest the speaker is portraying a character who has just identified a potential danger. The emotion is not overt fear, but rather a state of high alert, apprehension, and a compelling need to warn others of an imminent hazard.",
"video_desc": "A close-up shot of a middle-aged, fair-skinned man from the chest up. He has short, thinning brown hair and is wearing a dark gray crew-neck t-shirt. He is positioned in the center of the frame, looking directly into the camera against a solid, vibrant green screen background."
} | CREMA-D/1001_TSI_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a mid-to-low pitch range. His tone is firm, strained, and serious. The delivery is clear and deliberate, lacking any casual or conversational quality. There is an underlying tension in his voice.",
"speech_content": "We'll stop in a couple of minutes."
},
"body_lang_desc": "The speaker's body is mostly still, with his shoulders squared to the camera. There is a very subtle forward lean as he speaks, which adds to the intensity of his message. He maintains a rigid posture throughout, reinforcing the sternness of his demeanor.",
"facial_exp_desc": "The speaker maintains intense and direct eye contact with the camera. His eyebrows are slightly furrowed, and his forehead is tensed, creating visible lines. His mouth is tight, and his jaw appears clenched. After delivering the line, he presses his lips together firmly, which accentuates the seriousness and tension in his expression.",
"sentiment_analysis": "The overall sentiment conveyed is one of sternness, frustration, and authoritative resolve. While the spoken words themselves are neutral (\"We'll stop in a couple of minutes\"), the non-verbal and vocal cues carry the emotional weight. The tense facial expression, including furrowed brows and a tight jaw, combined with the firm, strained vocal tone, indicates anger or severe impatience. The direct, unwavering eye contact and rigid posture suggest he is delivering a command or a serious warning, not making a simple statement of fact. The emotion is controlled but palpable, creating a feeling of confrontation and gravity.",
"video_desc": "A middle-aged Caucasian man with thinning brown hair is shown in a medium close-up shot against a solid green screen background. He is wearing a dark gray crew-neck t-shirt. He looks directly into the camera throughout the clip."
} | CREMA-D/1001_WSI_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in a moderate-to-low pitch range. His tone is strained and carries a sense of concern or frustration. The pace of speech is moderate, and the delivery is clear but sounds tense.",
"speech_content": "It'll stop in a couple of minutes."
},
"body_lang_desc": "The speaker remains relatively still throughout the clip, with his shoulders squared to the camera. His posture is upright but appears slightly tense. There are no noticeable hand gestures or significant body movements; the focus is entirely on his facial expression and vocal delivery.",
"facial_exp_desc": "The man's facial expression is one of significant concern and confusion. His eyebrows are drawn together and lowered, creating deep vertical furrows between them and horizontal lines across his forehead. His eyes are slightly narrowed as he looks directly into the camera. His mouth is closed, with his lips pressed together and the corners slightly turned down, indicating displeasure or worry.",
"sentiment_analysis": "The overall sentiment conveyed is negative, specifically a blend of confusion, frustration, and concern. While the words themselves, \"It'll stop in a couple of minutes,\" could be neutral or reassuring in a different context, the speaker's delivery infuses them with distress. The strained vocal tone, coupled with the deeply furrowed brow, narrowed eyes, and tense mouth, strongly suggests that he is troubled or exasperated by a situation that he hopes will end soon. The expression is not one of anger, but rather of worried bewilderment or annoyance.",
"video_desc": "A medium close-up shot of a middle-aged, fair-skinned man with short, thinning brown hair and blue eyes. He is wearing a dark grey, short-sleeved t-shirt and is positioned in the center of the frame against a solid green screen background. The lighting is bright and illuminates his face clearly."
} | CREMA-D/1001_WSI_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is male, with a mid-to-high pitch and a loud volume. The pace of his speech is rapid and forceful. The tone is highly urgent, insistent, and somewhat strained, conveying a sense of alarm or immediacy.",
"speech_content": "We'll stop in a couple of minutes."
},
"body_lang_desc": "The speaker's body is mostly stationary, keeping the focus on his face. However, there is a slight, sharp forward movement of his head as he delivers the line, which adds to the emphasis and urgency of his message. His posture appears tense.",
"facial_exp_desc": "The man's facial expression is intense and alarmed. His eyebrows are raised and furrowed, creating deep wrinkles on his forehead. His eyes are wide open, staring intently. His mouth is open as he speaks, with his lips taut, showing significant tension around his mouth and jaw.",
"sentiment_analysis": "The overall sentiment conveyed is one of extreme urgency and alarm. While the literal words, \"We'll stop in a couple of minutes,\" are neutral, the speaker's delivery transforms them into a frantic command or a desperate plea. The combination of a loud, fast, and high-pitched voice, along with intense facial expressions like wide eyes and a furrowed brow, indicates a high-stress situation. The speaker is not making a calm suggestion but is reacting to a critical event, demanding an immediate cessation of an activity. The emotion is a blend of panic, insistence, and high alert.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man against a solid bright green background, likely a green screen. He has short, thinning brown hair and light-colored eyes. He is wearing a dark gray, short-sleeved t-shirt and is looking directly into the camera as he speaks."
} | CREMA-D/1001_WSI_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a clear, mid-range male voice. His tone is friendly and cheerful, with a slightly upward inflection at the end of the sentence. The speaking pace is moderate and conversational.",
"speech_content": "We'll stop in a couple of minutes."
},
"body_lang_desc": "The speaker maintains a relatively still posture, facing the camera directly. His shoulders are relaxed. There are no significant body movements or hand gestures visible in the clip. His direct orientation towards the camera suggests he is addressing an audience.",
"facial_exp_desc": "Initially, the man's mouth is open as he speaks, with his eyebrows slightly raised and eyes wide, conveying an open and engaging expression. As he finishes his sentence, he transitions into a broad, genuine smile. His lips part to show his upper teeth, his cheeks rise, and prominent crow's feet appear at the corners of his eyes, indicating a Duchenne smile associated with sincere happiness.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is overwhelmingly positive and friendly. While the spoken words themselves are neutral and informational (\"We'll stop in a couple of minutes.\"), the non-verbal cues communicate a strong positive emotion. The speaker's cheerful vocal tone, direct eye contact, and especially the transition to a warm, genuine Duchenne smile, all work together to create a feeling of reassurance, happiness, and approachability. The combination of audio and visual cues transforms a simple statement into a friendly and welcoming message.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning light brown hair and blue eyes. He is wearing a dark gray crew-neck t-shirt and is positioned in front of a solid green screen background. The lighting is bright and focused on him. He speaks directly to the camera and then breaks into a wide smile."
} | CREMA-D/1001_WSI_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is that of an adult male with a moderate pitch and a clear, steady tone. His delivery is calm and evenly paced, with no noticeable emotional inflection. The audio quality is clean, with minimal background noise.",
"speech_content": "We'll stop in a couple of minutes."
},
"body_lang_desc": "The speaker is relatively still, with minimal body movement. His posture is upright and his shoulders appear relaxed. He makes a very slight, subtle nod as he delivers the line. There are no hand gestures visible in the frame. His overall body language is calm and contained.",
"facial_exp_desc": "The man maintains a neutral facial expression throughout the clip. He maintains direct eye contact with the camera. His eyebrows are relaxed, and his mouth moves naturally as he speaks. There is no smile or frown, and his overall expression is composed and direct.",
"sentiment_analysis": "The overall sentiment of the video is neutral and informational. The content of the speech, \"We'll stop in a couple of minutes,\" is a straightforward statement of intent. This neutrality is strongly reinforced by all non-verbal cues. The speaker's acoustic features are calm and measured, lacking any emotional tone. His facial expression is consistently neutral, and his body language is composed and still. The combination of these elements indicates that the speaker's purpose is to convey information clearly and directly, without any personal emotional coloring. The setting suggests a professional recording, where such a controlled and neutral delivery is often required.",
"video_desc": "A head-and-shoulders shot of a middle-aged Caucasian man with short, thinning brown hair. He is wearing a dark grey, short-sleeved crewneck t-shirt. The man is positioned in the center of the frame, looking directly at the camera. The background is a solid, bright green screen, suggesting a studio or production environment."
} | CREMA-D/1001_WSI_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the mid-to-low pitch range for an adult male. His tone is strained and tense, with a slightly sharp and clipped delivery. There is a noticeable lack of warmth, and the pace is deliberate but firm, conveying a sense of seriousness or impatience.",
"speech_content": "We'll stop in a couple of minutes."
},
"body_lang_desc": "The speaker's body is mostly still and rigid. His shoulders are squared towards the camera, adopting a slightly confrontational posture. There is visible tension in his neck and shoulders. No specific hand gestures are visible within the frame. His overall stillness, combined with his facial expression, amplifies the feeling of controlled anger or high tension.",
"facial_exp_desc": "The man's facial expression is severe and intense. His eyebrows are lowered and drawn together, creating furrows on his forehead. His eyes are wide open in a fixed, intense stare. His mouth is tense, with the lips slightly parted as he speaks, and the corners are downturned. The muscles around his jaw and cheeks appear clenched, contributing to an overall expression of anger, frustration, or intense seriousness.",
"sentiment_analysis": "The overall sentiment conveyed by the speaker is strongly negative, specifically indicating anger, frustration, and impatience. While the spoken words, \"We'll stop in a couple of minutes,\" are neutral in content, the delivery transforms them into a stern warning or a command. The tense and strained vocal tone, combined with the severe facial expression (furrowed brow, intense stare, tense mouth) and rigid body language, creates a powerful sense of displeasure. The speaker is not making a simple suggestion; he is expressing a high degree of exasperation or anger, communicating that a limit has been reached and that a stop is imminent and non-negotiable.",
"video_desc": "A medium close-up shot of a middle-aged Caucasian man speaking directly to the camera. He has thinning, short brown hair, light-colored eyes, and is wearing a dark gray, crew-neck t-shirt. He is positioned in the center of the frame against a solid, bright green screen background, suggesting a studio or production setting."
} | CREMA-D/1001_WSI_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice starts at a moderate volume and pitch for the first two words, then dramatically increases in both volume and pitch, turning into a loud, high-energy shout for the words \"a jacket!\". The delivery is sharp and enunciated.",
"speech_content": "Don't forget a jacket!"
},
"body_lang_desc": "The woman stands relatively still, facing forward. Her body remains mostly stationary, with the focus being entirely on her facial expression and vocal delivery. There are no discernible hand or arm gestures. Her posture is upright.",
"facial_exp_desc": "Initially, the woman has a neutral, almost stern expression with her lips pressed together. As she begins to speak, her expression rapidly changes. Her eyes widen significantly, her eyebrows raise, and her mouth opens into a very wide, toothy, and enthusiastic smile or shout. This peak expression of high excitement lasts only for the duration of her shout, after which she immediately returns to a serious, neutral expression, looking intently at the camera.",
"sentiment_analysis": "The speaker conveys a complex and rapidly shifting emotional state. The performance begins and ends with a neutral, almost stoic sentiment. However, the core of the clip is a burst of extremely high-energy, almost manic excitement or urgency. The phrase \"Don't forget a jacket!\" is typically a caring reminder, but here it is delivered as a loud, forceful, and overly enthusiastic command. The combination of the shouted words, wide eyes, and exaggerated smile creates a sentiment that is both intense and slightly unsettling or comedic due to its sheer intensity and abruptness. The sudden switch back to a neutral face suggests the emotion was a deliberate, controlled burst for performance. The overall feeling is one of aggressive enthusiasm or a comically intense warning.",
"video_desc": "A young woman with shoulder-length, wavy brown hair and fair skin is shown from the chest up against a bright green screen background. She is wearing a plain, dark grey long-sleeved shirt. She looks directly at the camera throughout the clip."
} | CREMA-D/1002_DFA_ANG_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is in the mid-to-high pitch range for a female. Her delivery is sharp and somewhat strained. The tone is condescending and laced with disgust, characterized by a slightly raspy quality and an upward inflection that conveys strong disapproval rather than helpfulness.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker's body is mostly stationary throughout the short clip. Her shoulders appear to tense slightly as she delivers her line, which complements the tension in her facial expression. There are no significant gestures; the emotional communication is almost entirely through her face and voice.",
"facial_exp_desc": "Initially, the speaker has a neutral, almost blank expression. As she begins to speak, her face contorts into an expression of strong disgust and contempt. Her eyebrows furrow deeply, her nose wrinkles prominently, and the corners of her mouth pull back and slightly down, baring her upper teeth in a grimace. Her eyes are slightly narrowed, focusing her disdainful look.",
"sentiment_analysis": "The overall sentiment conveyed is intensely negative, specifically a blend of disgust, contempt, and condescension. While the literal words, \"Don't forget a jacket,\" are a piece of neutral advice, the speaker's multimodal expression completely subverts this meaning. The strained, high-pitched, and raspy vocal tone, combined with the classic facial expression of disgust (furrowed brow, wrinkled nose, and a grimace-like baring of the teeth), indicates that the speaker is not offering a friendly reminder. Instead, she is expressing strong disapproval or revulsion, possibly towards the person she is addressing, their choice of attire, or their general judgment. The statement is delivered as a judgmental and scornful jab rather than a genuine concern.",
"video_desc": "A medium close-up shot of a young woman with long, wavy brown hair, wearing a dark gray long-sleeved shirt. She is positioned in the center of the frame against a solid, bright green screen background. The video begins with her looking at the camera with a neutral expression, which then quickly shifts into a very expressive, negative one as she speaks."
} | CREMA-D/1002_DFA_DIS_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is female, with a clear and mid-to-high pitch. Her delivery is quick and has a sense of immediacy. The tone is slightly elevated and carries a cautionary or urgent quality, as if delivering a sudden, important reminder.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker's body is mostly still, with her shoulders squared to the camera. There is a very subtle forward movement of her head as she delivers the line, which emphasizes the urgency of her words. No specific hand gestures are visible as the shot is from the chest up.",
"facial_exp_desc": "The speaker's eyes are wide open, and her eyebrows are slightly raised, creating an expression of surprise or alarm. Her mouth is open as she speaks, and remains slightly parted after she finishes the line. Her direct gaze into the camera makes the expression feel engaging and insistent.",
"sentiment_analysis": "The overall sentiment conveyed is one of urgent concern and mild alarm. While the spoken words are a simple piece of advice, the speaker's non-verbal cues transform it into a pressing warning. The combination of wide eyes, raised eyebrows, and a quick, slightly high-pitched vocal delivery suggests a sudden realization of a potential problem (like a sudden drop in temperature). The emotion is not fear, but a strong, immediate concern for the well-being of the person she is addressing.",
"video_desc": "A medium close-up shot of a young woman with long, wavy brown hair and fair skin. She is wearing a simple, dark grey, long-sleeved shirt. She is positioned in the center of the frame, facing the camera directly, against a bright green screen background."
} | CREMA-D/1002_DFA_FEA_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is female, in a mid-to-high pitch range. Her tone is cheerful, friendly, and slightly sing-song. The delivery is clear and articulate, with a positive and inviting intonation.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker is relatively still, facing forward towards the camera. Her shoulders appear relaxed. There are no distinct hand gestures, as the shot is framed from the chest up. Her posture is open and engaging, creating a direct connection with the viewer.",
"facial_exp_desc": "The speaker maintains a bright and friendly facial expression throughout the clip. Her eyes are wide open, and she has a prominent, open-mouthed smile, showing her teeth. The corners of her lips are turned upwards, and her cheeks are slightly raised, indicating genuine happiness or cheerfulness.",
"sentiment_analysis": "The overall sentiment of the video clip is overwhelmingly positive, friendly, and cheerful. This is conveyed through multiple channels. The speaker's facial expression, characterized by a wide, genuine smile and direct eye contact, projects warmth and approachability. Her vocal tone is bright, energetic, and pleasant, reinforcing the friendly nature of her message. The content of the speech, \"Don't forget a jacket,\" is a caring and helpful reminder. The combination of these visual and auditory cues results in a communication that feels happy, trustworthy, and genuinely pleasant.",
"video_desc": "A head-and-shoulders shot of a young woman with long, wavy brown hair, wearing a dark gray sweatshirt. She is positioned in front of a solid, bright green screen. She looks directly into the camera and speaks with a smile."
} | CREMA-D/1002_DFA_HAP_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker has a clear, mid-pitched female voice. Her tone is serious and direct, with a slightly cautionary or concerned quality. The pace of her speech is steady and deliberate. The audio is clean with no noticeable background noise.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker stands still, facing forward. Her posture is upright and her shoulders appear relaxed. She does not use any hand gestures; her arms remain at her sides. Her stillness and direct orientation towards the camera serve to focus all attention on her facial expression and spoken message.",
"facial_exp_desc": "The speaker maintains direct eye contact with the camera throughout the clip. Her eyes are open wide, and her eyebrows are slightly raised, conveying a sense of earnestness or concern. Her facial expression is largely neutral but serious, with her mouth slightly open as she delivers the line. There is no smile, and her expression reinforces the advisory nature of her words.",
"sentiment_analysis": "The overall sentiment conveyed is one of genuine concern and care. The explicit instruction, \"Don't forget a jacket,\" is a common expression of looking out for someone's well-being. This is reinforced by her serious and direct vocal tone, which lacks any emotional frills and delivers the message with weight. Her wide-eyed, earnest facial expression and unwavering gaze further emphasize the importance of this simple piece of advice. The lack of body language focuses the viewer's attention on the sincerity of her message. The combination of verbal and non-verbal cues points to a feeling of responsibility and protectiveness towards the intended audience.",
"video_desc": "A young woman with shoulder-length wavy brown hair and brown eyes is shown from the chest up. She is wearing a plain, dark grey, long-sleeved shirt. She stands against a brightly lit green screen background. She looks directly into the camera as she speaks."
} | CREMA-D/1002_DFA_NEU_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice has a relatively low pitch and a flat, somewhat monotonous tone. Her speaking pace is slow and deliberate, with clear enunciation. There is very little melodic variation in her speech, giving it a serious and grounded quality.",
"speech_content": "Don't forget a jacket."
},
"body_lang_desc": "The speaker's body language is minimal and still. She maintains an upright posture with her shoulders relaxed. There is a very slight, almost imperceptible forward lean or nod as she delivers the line, which serves to add a gentle emphasis to her words. Her hands and arms are not visible or remain static.",
"facial_exp_desc": "The speaker's facial expression is largely neutral but carries a subtle weight of concern or seriousness. Her eyebrows are relaxed for most of the clip, raising very slightly as she speaks. Her eyes are wide and maintain direct, unwavering contact with the camera. Her lips are straight to slightly downturned at the start and end, and there is no hint of a smile. Her overall expression is subdued and thoughtful.",
"sentiment_analysis": "The overall sentiment conveyed is one of subdued and serious concern. The verbal content, a simple reminder to take a jacket, is a phrase of care. However, the delivery transforms it from a casual remark into something more significant. The flat tone, slow pace, and lack of positive facial expression (like a smile) strip away any lightness. Instead, the combination of her direct gaze, somber expression, and deliberate speech suggests a mood of gravity, worry, or perhaps weary resignation. The emotion is not overtly negative like sadness or anger, but rather a neutral-to-negative state of earnest concern, as if the advice carries more weight due to an unstated context.",
"video_desc": "A medium close-up shot of a young woman with shoulder-length, wavy brown hair and fair skin. She is wearing a simple, dark grey, long-sleeved shirt. The background is a solid, brightly lit green screen, indicating a studio or filming environment. The woman is centered in the frame and looks directly into the camera."
} | CREMA-D/1002_DFA_SAD_XX | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is female, with a medium-to-high pitch. Her tone is sharp, slightly strained, and carries a sense of urgency. The delivery is abrupt and declarative, with clear enunciation.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker stands relatively still, facing forward towards the camera. Her posture is upright and somewhat rigid. There are no noticeable hand gestures or significant body movements, which focuses all the attention on her facial expression and vocal delivery. Her stillness contributes to the feeling of tension in the scene.",
"facial_exp_desc": "The speaker's facial expression is tense and alert. Her eyes are wide open, and her eyebrows are slightly raised, conveying a sense of alarm or surprise. Her mouth is set in a firm line before she speaks, and her jaw appears slightly clenched as she delivers the line. The overall expression is one of heightened awareness and seriousness.",
"sentiment_analysis": "The overall sentiment conveyed is one of urgency and alarm. While the spoken words, \"It's 11 o'clock,\" are factually neutral, the speaker's delivery infuses them with significant emotional weight. The combination of wide, alarmed eyes, a tense facial expression, and a sharp, abrupt vocal tone suggests that the time is critically important and possibly signals an impending, serious event. The emotion is not one of fear or panic, but rather a high-stakes, tense alertness, as if making a crucial announcement.",
"video_desc": "A medium shot of a young woman with long, wavy brown hair and brown eyes, wearing a plain dark grey long-sleeved shirt. She is standing in front of a bright green screen background. The lighting is direct and highlights her face. She looks directly at the camera throughout the clip."
} | CREMA-D/1002_IEO_ANG_HI | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is clear and delivered at a high volume. Her pitch is relatively high and rises at the end of the sentence, giving it an exclamatory quality. The tone is sharp and urgent. A distinct, high-pitched bell or chime sound is heard immediately after she finishes speaking.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker is initially still. When she speaks, she makes a slight but sharp forward movement with her head and upper torso. This gesture adds emphasis to her words and contributes to the overall feeling of urgency and suddenness.",
"facial_exp_desc": "The video begins with the speaker having a neutral expression, with her lips closed and a steady gaze at the camera. As she speaks, her expression changes dramatically. Her eyebrows raise, her eyes widen significantly, and her mouth opens wide to form the words, revealing her upper teeth. This sudden shift conveys a sense of surprise, alarm, or urgent realization.",
"sentiment_analysis": "Based on the combination of audio-visual cues, the speaker conveys a strong sentiment of startled surprise and urgency. The neutral, calm starting point sharply contrasts with the sudden, animated delivery. The wide eyes, raised eyebrows, loud and high-pitched vocal tone, and the sharp forward body movement all work together to communicate that the time, \"11 o'clock,\" is of great significance and has just been realized with a jolt. The emotion is not negative or positive in itself but is intensely charged with alarm and sudden awareness, as if a deadline has been reached or an important event is about to begin.",
"video_desc": "A medium close-up shot of a young woman with long, wavy brown hair, wearing a dark gray sweatshirt. She is positioned in the center of the frame against a solid bright green screen. Initially, she has a neutral expression, and then she speaks with an animated expression."
} | CREMA-D/1002_IEO_ANG_LO | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
{
"audio_desc": {
"acoustic_feat": "The speaker's voice is high-pitched and delivered with a sudden increase in volume and intensity. Her tone is sharp and slightly strained, conveying a sense of alarm or urgency. The enunciation is clear and emphatic.",
"speech_content": "It's 11 o'clock."
},
"body_lang_desc": "The speaker remains relatively still, with her shoulders squared to the camera. There is a very subtle forward lean as she delivers the line, which adds to the intensity of her statement. No significant hand gestures are visible.",
"facial_exp_desc": "The woman's facial expression shifts rapidly from a neutral state to one of intense surprise or shock. Her eyes widen significantly, her eyebrows raise high on her forehead, and her mouth opens as she speaks, with the corners slightly pulled back in a tense manner. Her gaze is fixed directly forward.",
"sentiment_analysis": "The speaker conveys a strong sentiment of shock, alarm, and urgency. The combination of wide eyes, raised eyebrows, and a high-pitched, emphatic vocal delivery transforms the simple statement \"It's 11 o'clock\" into an exclamation of surprise or panic. The context implies that the time is significant and its arrival is unexpected or problematic, suggesting feelings of being late, running out of time, or disbelief at how quickly the time has passed. The overall emotion is one of panicked realization.",
"video_desc": "A medium close-up shot of a young woman with shoulder-length, wavy brown hair, wearing a dark grey crewneck sweatshirt. She is positioned in the center of the frame against a solid, bright green screen background. The lighting is direct and even."
} | CREMA-D/1002_IEO_ANG_MD | /tmp/hf-datasets-cache/medium/datasets/54283902791444-config-parquet-and-info-zhaoxiaoxian-SABER-Datase-995057a8/hub/datasets--zhaoxiaoxian--SABER-Dataset/snapshots/06b86453abf7753774d10adcb9b88e901de77473/CREMA-D.tar.gz |
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Integrating Fine-Grained Audio-Visual Evidence for Robust Multimodal Emotion Reasoning
SABER-Dataset (Scene, Audio, Body, Expression, and Reasoning)
Dataset Summary
SABER is a large-scale emotion reasoning dataset designed for robust multimodal reasoning. It shifts multimodal emotion analysis from static classification to generative reasoning. To combat uni-modal dominance and hallucinations in Multimodal Large Language Models (MLLMs), SABER is annotated with a novel six-dimensional schema that jointly captures audiovisual cues and causal logic.
Dataset Details
- Scale: Approximately 600K video clips.
- Languages: Chinese (CN) and English (EN).
- Source: Aggregated from diverse existing datasets including CREMA-D, MEAD, MELD, and others.
Data Structure
The dataset is provided in JSON/JSONL format. Each entry contains fine-grained annotations decoupled into explicit visual and acoustic evidence, followed by holistic reasoning.
Example JSON Entry:
{
"audio_desc": {
"speech_content": "....",
"acoustic_feat": "...."
},
"video_desc": "....",
"facial_exp_desc": "....",
"body_lang_desc": "....",
"sentiment_analysis": "...."
}
Usage & Applications
SABER is purpose-built to support the Structured Evidence Decomposition (SED) paradigm, which enforces a "perceive-then-reason" separation to alleviate unimodal dominance. It is ideal for training and evaluating MLLMs on complex emotional dynamics, particularly in modality-inconsistent scenarios where visual and acoustic cues are subtle, ambiguous, or contradictory.
Related Work & Source Datasets
SABER aggregates and builds upon several foundational multimodal datasets. Below are the key datasets incorporated and referenced:
- CREMA-D: Houwei Cao, David G. Cooper, Michael K. Keutmann, Ruben C. Gur, Ani Nenkova, and Ragini Verma, "CREMA-D: crowd-sourced emotional multimodal actors dataset," IEEE Trans. Affect. Comput., vol. 5, no. 4, pp. 377-390, 2014.
- MEAD: Kaisiyuan Wang, Qianyi Wu, Linsen Song. Zhuoqian Yang, Wayne Wu, Chen Qian, Ran He, Yu Qiao, and Chen Change Loy, "Mead: a large-scale audio-visual dataset for emotional talking-face generation," in ECCV, 2020, pp. 700-717.
- MELD: Soujanya Poria, Devamanyu Hazarika, Navonil Majumder, Gautam Naik, et al., "MELD: A multimodal multi-party dataset for emotion recognition in conversations," in ACL, 2019, pp. 527-536.
- MEIJU25: Rui Liu, Haolin Zuo, Zheng Lian, Xiaofen Xing, Björn W. Schuller, et al., "Emotion and intent joint understanding in multimodal conversation: A benchmarking dataset," CoRR, vol. abs/2407.02751, 2024.
- MER25: Zheng Lian, Rui Liu, Kele Xu, Bin Liu, Xuefei Liu, et al., "MER 2025: When affective computing meets large language models," CoRR, vol. abs/2504.19423, 2025.
- MSP-IMPROV: Carlos Busso. Srinivas Parthasarathy, Alec Burmania, Mohammed Abdel-Wahab, Najmeh Sadoughi, et al., "MSP-IMPROV: an acted corpus of dyadic interactions to study emotion perception," IEEE Trans. Affect. Comput., vol. 8, no. 1, pp. 67-80, 2017.
- MultiDialog: Se Jin Park, Chae Won Kim, Hyeongseop Rha, Minsu Kim, Joanna Hong, et al., "Let's go real talk: Spoken dialogue model for face-to-face conversation," in ACL, 2024, pp. 16334-16348.
- RAVDESS: Steven R Livingstone and Frank A Russo, "The ryerson audio-visual database of emotional speech and song (ravdess): A dynamic, multimodal set of facial and vocal expressions in north american english," PloS one, vol. 13, no. 5, pp. e0196391, 2018.
- CH-SIMSv2.0-s: Yihe Liu, Ziqi Yuan, Huisheng Mao, Zhiyun Liang, Wanqiuyue Yang. et al., "Make acoustic and visual cues matter: CH-SIMS v2.0 dataset and av-mixup consistent module," in ICMI, 2022, pp. 247-258.
- MEmoR: Guangyao Shen, Xin Wang, Xuguang Duan, Hongzhi Li, and Wenwu Zhu, "MEmoR: A dataset for multimodal emotion reasoning in videos," in ACM MM, 2020, pp. 493-502.
⚠️ Note on the MELD dataset subset: During our data construction pipeline, consecutive dialogue utterances originating from the same speaker within the MELD dataset were merged into single, continuous segments prior to annotation.
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