grounding-gap / data /features.json
Odysseas Chlapanis
Add sensory/motor features: L29.F170 (shape/handling) + L29.F35 (body parts)
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{
"_meta": {
"model": "google/gemma-3-4b-it",
"sae_release": "gemma-scope-2-4b-it-res",
"sae_id_template": "layer_{layer}_width_16k_l0_medium",
"sae_width": 16384,
"hook_point_template": "blocks.{layer}.hook_resid_post",
"neuronpedia_template": "https://www.neuronpedia.org/gemma-3-4b-it/{layer}-gemmascope-2-res-16k/{feat}",
"clamp_rule": "clamp_target = 2 * max_act (max_act = peak activation on the 426-noun feature-detection corpus)",
"source": "submission/sae_steering/feature_analysis/interpretations/resid_post/"
},
"features": [
{
"key": "L22.F193",
"layer": 22,
"feat_id": 193,
"label": "Edibles / food",
"tldr": "Edible foods",
"dimensions": [
"taste_smell"
],
"primary_axis": "taste_smell",
"sae_r": 0.559,
"llm_r": 0.065,
"ceiling": 0.887,
"max_act": 1113.11,
"clamp_target": 2226.23,
"n_active": 43,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/22-gemmascope-2-res-16k/193",
"top_nouns": [
[
"ham",
1113.1,
"Sensorimotor/Gustatory"
],
[
"sandwich",
1024.1,
"Sensorimotor/Mouth"
],
[
"toast",
980.4,
"Sensorimotor/Gustatory"
],
[
"zucchini",
948.2,
"Sensorimotor/Gustatory"
],
[
"muffin",
866.4,
"Sensorimotor/Mouth"
],
[
"cocktail",
821.7,
"Sensorimotor/Gustatory"
],
[
"spinach",
795.5,
"Sensorimotor/Gustatory"
],
[
"salty",
788.0,
"Sensorimotor/Gustatory"
],
[
"kiwi",
712.9,
"Sensorimotor/Gustatory"
],
[
"melon",
693.4,
"Sensorimotor/Gustatory"
]
],
"corr": [
[
"taste_smell",
0.559,
0.065
],
[
"color",
0.33,
0.033
],
[
"tactile",
0.302,
-0.088
],
[
"thought",
-0.245,
0.634
],
[
"visual_form",
0.241,
-0.128
],
[
"moral",
-0.21,
0.574
],
[
"time",
-0.206,
0.366
],
[
"social",
-0.199,
0.499
],
[
"emotion",
-0.125,
0.439
],
[
"space",
-0.105,
0.333
],
[
"quantity",
-0.104,
0.403
],
[
"motion_self",
-0.094,
0.418
],
[
"auditory",
-0.066,
-0.007
],
[
"polarity",
-0.007,
0.512
]
],
"interpretation": "Edibles / food detector. All top corpus nouns are food-related and Sensorimotor/Gustatory or Mouth: ham, sandwich, toast, zucchini, muffin, cocktail, spinach, salty, kiwi, melon. Highly selective: only 17/426 corpus nouns fire. Narrow but clean signature: taste_smell +0.56 dominates, with smaller bleed-through to color +0.33 / tactile +0.30 / visual_form +0.24.",
"steering_verdict": "Steers generations toward food vocabulary, improving alignment with taste_smell; other axes change little because the feature fires on only a small subset of nouns."
},
{
"key": "L17.F261",
"layer": 17,
"feat_id": 261,
"label": "BodyFood (embodied noun)",
"tldr": "Body parts and food",
"dimensions": [
"visual_form",
"tactile",
"color"
],
"primary_axis": "visual_form",
"sae_r": 0.584,
"llm_r": -0.128,
"ceiling": 0.953,
"max_act": 608.7,
"clamp_target": 1217.4,
"n_active": 460,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/17-gemmascope-2-res-16k/261",
"top_nouns": [
[
"appendectomy",
608.7,
"Sensorimotor/Torso"
],
[
"kidney",
570.1,
"Sensorimotor/Torso"
],
[
"hairline",
552.7,
"Sensorimotor/Head"
],
[
"abdomen",
466.6,
"Sensorimotor/Torso"
],
[
"ham",
442.7,
"Sensorimotor/Gustatory"
],
[
"forearm",
441.4,
"Sensorimotor/Hand_arm"
],
[
"toast",
435.4,
"Sensorimotor/Gustatory"
],
[
"kiwi",
414.4,
"Sensorimotor/Gustatory"
],
[
"arm",
405.5,
"Sensorimotor/Hand_arm"
],
[
"stomach",
397.6,
"Sensorimotor/Torso"
]
],
"corr": [
[
"visual_form",
0.584,
-0.128
],
[
"tactile",
0.581,
-0.088
],
[
"taste_smell",
0.528,
0.065
],
[
"social",
-0.517,
0.499
],
[
"thought",
-0.503,
0.634
],
[
"color",
0.5,
0.033
],
[
"moral",
-0.479,
0.574
],
[
"time",
-0.424,
0.366
],
[
"emotion",
-0.402,
0.439
],
[
"motion_self",
-0.34,
0.418
],
[
"polarity",
-0.26,
0.512
],
[
"quantity",
-0.21,
0.403
],
[
"auditory",
0.142,
-0.007
],
[
"space",
-0.001,
0.333
]
],
"interpretation": "Embodied-noun detector. Top nouns are body parts (appendectomy, kidney, abdomen, forearm, arm, stomach) and edibles (ham, toast, kiwi); all Sensorimotor. The textbook concrete-vs-abstract pattern: positive on every sensorimotor rated dim (visual_form +0.58, tactile +0.58, taste_smell +0.53, color +0.50) and strongly negative on social (-0.52), thought (-0.50), moral (-0.48), because abstract words score high on those dims and the feature does not fire on them.",
"steering_verdict": "Steers generations toward body parts and food, improving alignment with sensorimotor axes (visual_form, tactile, color, taste_smell); abstract, social, moral, and thought properties are reduced."
},
{
"key": "L22.F472",
"layer": 22,
"feat_id": 472,
"label": "High-magnitude events",
"tldr": "Consequential high-stakes events",
"dimensions": [
"time",
"quantity"
],
"primary_axis": "time",
"sae_r": 0.498,
"llm_r": 0.366,
"ceiling": 0.883,
"max_act": 1864.8,
"clamp_target": 3729.6,
"n_active": 615,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/22-gemmascope-2-res-16k/472",
"top_nouns": [
[
"scientist",
1864.8,
"Internal/Glasgow_pure"
],
[
"tyrant",
1549.9,
"Internal/Glasgow_pure"
],
[
"whore",
1421.9,
"Internal/Glasgow_pure"
],
[
"earthquake",
1319.3,
"Internal/Glasgow_pure"
],
[
"jail",
1293.3,
"Internal/Glasgow_pure"
],
[
"slave",
1276.9,
"Internal/Glasgow_pure"
],
[
"bomb",
1229.6,
"Internal/Glasgow_pure"
],
[
"prisoner",
1069.2,
"Internal/Secondary_Social"
],
[
"hell",
1013.3,
"Internal/Glasgow_pure"
],
[
"war",
1006.2,
"Internal/Glasgow_pure"
]
],
"corr": [
[
"visual_form",
-0.619,
-0.128
],
[
"thought",
0.523,
0.634
],
[
"tactile",
-0.5,
-0.088
],
[
"time",
0.498,
0.366
],
[
"color",
-0.472,
0.033
],
[
"auditory",
-0.45,
-0.007
],
[
"taste_smell",
-0.45,
0.065
],
[
"moral",
0.428,
0.574
],
[
"quantity",
0.424,
0.403
],
[
"motion_self",
0.33,
0.418
],
[
"social",
0.217,
0.499
],
[
"emotion",
0.2,
0.439
],
[
"space",
0.156,
0.333
],
[
"polarity",
0.133,
0.512
]
],
"interpretation": "High-magnitude / consequential abstract-event detector. Top nouns mix confinement and harm (jail, hell, prisoner, war), destructive forces (earthquake, bomb), oppressive actors (tyrant, slave), and high-stakes roles (scientist). Broadly active (615/619 rated words). Positive on thought (+0.52), time (+0.50), moral (+0.43), quantity (+0.42); strongly negative on every perceptual axis.",
"steering_verdict": "Steers generations toward high-impact abstract events (war, jail, bomb, earthquake), improving alignment with time; perceptual properties are reduced."
},
{
"key": "L29.F407",
"layer": 29,
"feat_id": 407,
"label": "Situation (neg. leaning)",
"tldr": "Difficult situations and circumstances",
"dimensions": [
"emotion"
],
"primary_axis": "emotion",
"sae_r": 0.577,
"llm_r": 0.439,
"ceiling": 0.879,
"max_act": 2050.3,
"clamp_target": 4100.6,
"n_active": 443,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/29-gemmascope-2-res-16k/407",
"top_nouns": [
[
"opportunity",
2050.3,
"Internal/Glasgow_pure"
],
[
"worry",
1857.0,
"Sensorimotor/Head"
],
[
"circumstances",
1825.4,
"Abstract"
],
[
"complication",
1650.8,
"Abstract"
],
[
"setback",
1630.7,
"Abstract"
],
[
"conflict",
1481.0,
"Social"
],
[
"pressure",
1420.4,
"Internal/Glasgow_pure"
],
[
"debacle",
1249.4,
"Internal/Glasgow_pure"
],
[
"irrevocableness",
1186.0,
"Abstract"
],
[
"tragic",
1177.3,
"Internal/Glasgow_pure"
]
],
"corr": [
[
"emotion",
0.577,
0.439
],
[
"moral",
0.487,
0.574
],
[
"social",
0.459,
0.499
],
[
"thought",
0.458,
0.634
],
[
"polarity",
0.406,
0.512
],
[
"visual_form",
-0.403,
-0.128
],
[
"motion_self",
0.353,
0.418
],
[
"tactile",
-0.291,
-0.088
],
[
"color",
-0.278,
0.033
],
[
"taste_smell",
-0.27,
0.065
],
[
"time",
0.251,
0.366
],
[
"auditory",
-0.092,
-0.007
],
[
"space",
-0.049,
0.333
],
[
"quantity",
0.046,
0.403
]
],
"interpretation": "Negative-leaning situation / circumstance feature. Top nouns name situations a person finds themselves in: opportunity, worry, circumstances, complication, setback, conflict, pressure, debacle, tragic. Fires on 443/619 rated words. Uniformly positive across Internal-Social axes: emotion +0.58, moral +0.49, social +0.46, thought +0.46, polarity +0.41.",
"steering_verdict": "Steers generations toward situational and evaluative content (opportunity, conflict, setback, pressure), improving alignment with emotion; perceptual properties are reduced."
},
{
"key": "L29.F132",
"layer": 29,
"feat_id": 132,
"label": "Charged event",
"tldr": "Charged abstract events",
"dimensions": [
"motion_self"
],
"primary_axis": "motion_self",
"sae_r": 0.479,
"llm_r": 0.418,
"ceiling": 0.858,
"max_act": 4005.7,
"clamp_target": 8011.39,
"n_active": 341,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/29-gemmascope-2-res-16k/132",
"top_nouns": [
[
"marvel",
4005.7,
"Internal/Glasgow_pure"
],
[
"war",
4002.3,
"Internal/Glasgow_pure"
],
[
"prick",
3107.7,
"Internal/Glasgow_pure"
],
[
"inexorableness",
3051.3,
"Abstract"
],
[
"progression",
2952.5,
"Internal/Glasgow_pure"
],
[
"truth",
2630.0,
"Internal/Glasgow_pure"
],
[
"avalanche",
2489.3,
"Internal/Glasgow_pure"
],
[
"jail",
2465.5,
"Internal/Glasgow_pure"
],
[
"skill",
2141.3,
"Internal/Glasgow_pure"
],
[
"talent",
2114.4,
"Internal/Glasgow_pure"
]
],
"corr": [
[
"thought",
0.555,
0.634
],
[
"emotion",
0.525,
0.439
],
[
"moral",
0.493,
0.574
],
[
"motion_self",
0.479,
0.418
],
[
"visual_form",
-0.469,
-0.128
],
[
"taste_smell",
-0.403,
0.065
],
[
"tactile",
-0.376,
-0.088
],
[
"polarity",
0.292,
0.512
],
[
"color",
-0.264,
0.033
],
[
"social",
0.254,
0.499
],
[
"auditory",
-0.217,
-0.007
],
[
"time",
0.213,
0.366
],
[
"quantity",
0.138,
0.403
],
[
"space",
-0.019,
0.333
]
],
"interpretation": "Abstract-magnitude / charged-event detector. Top nouns mix large-scale events (war, avalanche, jail), high-impact positives (marvel, truth, skill, talent), and abstract progression terms. Fires on 341/619 rated words. Positive on the abstract/internal cluster (thought +0.56, emotion +0.53, moral +0.49, motion_self +0.48) and negative on all five perceptual axes.",
"steering_verdict": "Steers generations toward high-impact abstract and affective content (war, marvel, talent, truth), improving alignment with motion_self and emotion; perceptual properties are reduced."
},
{
"key": "L29.F1574",
"layer": 29,
"feat_id": 1574,
"label": "Pure auditory",
"tldr": "Sounds and noises",
"dimensions": [
"auditory"
],
"primary_axis": "auditory",
"sae_r": 0.44,
"llm_r": -0.007,
"ceiling": 0.92,
"max_act": 3541.1,
"clamp_target": 7082.2,
"n_active": 64,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/29-gemmascope-2-res-16k/1574",
"top_nouns": [
[
"murmur",
3541.1,
"Sensorimotor/Auditory"
],
[
"plea",
1814.8,
"Sensorimotor/Auditory"
],
[
"pronounce",
954.6,
"Sensorimotor/Mouth"
],
[
"detonate",
952.9,
"Internal/Glasgow_pure"
],
[
"duet",
910.2,
"Sensorimotor/Auditory"
],
[
"drums",
705.2,
"Sensorimotor/Auditory"
],
[
"rhyme",
693.4,
"Sensorimotor/Auditory"
]
],
"corr": [
[
"auditory",
0.44,
-0.007
],
[
"moral",
-0.178,
0.574
],
[
"thought",
-0.142,
0.634
],
[
"social",
-0.085,
0.499
],
[
"polarity",
-0.085,
0.512
],
[
"time",
-0.078,
0.366
],
[
"quantity",
-0.07,
0.403
],
[
"visual_form",
0.057,
-0.128
],
[
"tactile",
0.053,
-0.088
],
[
"color",
0.042,
0.033
],
[
"emotion",
-0.038,
0.439
],
[
"motion_self",
-0.021,
0.418
],
[
"taste_smell",
0.012,
0.065
],
[
"space",
0.01,
0.333
]
],
"interpretation": "Pure auditory detector. Only 7 corpus nouns fire, dominated by Sensorimotor/Auditory: murmur, plea, duet, drums, rhyme; plus pronounce and detonate. Single-axis signature: auditory +0.44 (LLM r is essentially zero); every other dim near zero. The cleanest single-axis auditory feature in the resid_post 4B set, but extreme selectivity means it only fires on words with explicit auditory content.",
"steering_verdict": "Steers generations toward auditory vocabulary (murmur, drums, duet, rhyme), improving alignment with auditory; effect on other axes is small."
},
{
"key": "L22.F166",
"layer": 22,
"feat_id": 166,
"label": "Family / kinship",
"tldr": "Family and kinship",
"dimensions": [
"social"
],
"primary_axis": "social",
"sae_r": 0.401,
"llm_r": 0.499,
"ceiling": 0.895,
"max_act": 1290.5,
"clamp_target": 2581.0,
"n_active": 31,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/22-gemmascope-2-res-16k/166",
"top_nouns": [
[
"mommy",
1290.5,
"Social"
],
[
"grandson",
1228.5,
"Social"
],
[
"grandchild",
1087.4,
"Social"
],
[
"grandpa",
973.2,
"Social"
],
[
"husband",
950.6,
"Social"
],
[
"motherhood",
926.6,
"Social"
],
[
"courtship",
860.2,
"Social"
],
[
"cousin",
846.2,
"Social"
],
[
"mates",
835.4,
"Internal/Glasgow_pure"
],
[
"paternity",
780.4,
"Social"
]
],
"corr": [
[
"social",
0.401,
0.499
],
[
"emotion",
0.286,
0.439
],
[
"polarity",
0.275,
0.512
],
[
"auditory",
0.105,
-0.007
],
[
"moral",
0.094,
0.574
],
[
"quantity",
-0.08,
0.403
],
[
"thought",
0.06,
0.634
],
[
"tactile",
0.055,
-0.088
],
[
"taste_smell",
0.052,
0.065
],
[
"motion_self",
0.049,
0.418
],
[
"space",
-0.046,
0.333
],
[
"time",
0.032,
0.366
],
[
"visual_form",
0.022,
-0.128
],
[
"color",
-0.019,
0.033
]
],
"interpretation": "Family and kinship-relations detector. Top nouns are kin and relationship terms: mommy, grandson, grandchild, grandpa, husband, motherhood, courtship, cousin, paternity. Fires on 31 rated words. The social dimension is its strongest correlate (+0.40); the bare model already rates social highly, so this feature is the paper's representative social feature on Neuronpedia rather than a dormant one.",
"steering_verdict": "Steers generations toward family and kinship relations, improving alignment with social."
},
{
"key": "L29.F472",
"layer": 29,
"feat_id": 472,
"label": "Affect / emotional states",
"tldr": "Emotional states",
"dimensions": [
"emotion"
],
"primary_axis": "emotion",
"sae_r": 0.563,
"llm_r": 0.439,
"ceiling": 0.879,
"max_act": 4628.1,
"clamp_target": 9256.2,
"n_active": 126,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/29-gemmascope-2-res-16k/472",
"top_nouns": [
[
"desperation",
4628.1,
"Abstract"
],
[
"repugnance",
4609.6,
"Abstract"
],
[
"expectance",
3874.4,
"Abstract"
],
[
"boredom",
3563.5,
"Internal/Plutchik"
],
[
"disinclination",
3271.6,
"Abstract"
],
[
"mystification",
3118.6,
"Abstract"
],
[
"pensiveness",
3065.8,
"Internal/Plutchik"
],
[
"dubiousness",
2997.6,
"Abstract"
],
[
"mistrustfulness",
2951.0,
"Abstract"
],
[
"elation",
2931.8,
"Internal/Glasgow_pure"
]
],
"corr": [
[
"emotion",
0.563,
0.439
],
[
"polarity",
0.355,
0.512
],
[
"moral",
0.335,
0.574
],
[
"thought",
0.323,
0.634
],
[
"motion_self",
0.299,
0.418
],
[
"social",
0.274,
0.499
],
[
"visual_form",
-0.229,
-0.128
],
[
"taste_smell",
-0.154,
0.065
],
[
"tactile",
-0.141,
-0.088
],
[
"color",
-0.127,
0.033
],
[
"quantity",
-0.126,
0.403
],
[
"space",
-0.077,
0.333
],
[
"auditory",
-0.048,
-0.007
],
[
"time",
0.041,
0.366
]
],
"interpretation": "Emotional and motivational states across positive and negative affect: desperation, repugnance, boredom, pensiveness, mistrustfulness, elation. Fires on 126 rated words. Positive across the internal/evaluative cluster (emotion +0.56, polarity +0.36, moral +0.33, thought +0.32) and negative on perceptual axes. The paper's representative Internal feature. Note: this is L29.F472, distinct from the L22.F472 high-magnitude-events feature.",
"steering_verdict": "Steers generations toward emotional and affective states, improving alignment with emotion (internal)."
},
{
"key": "L29.F31",
"layer": 29,
"feat_id": 31,
"label": "Consequential magnitude",
"tldr": "High-stakes events and figures",
"dimensions": [
"time",
"thought",
"quantity"
],
"primary_axis": "time",
"sae_r": 0.487,
"llm_r": 0.366,
"ceiling": 0.883,
"max_act": 3383.0,
"clamp_target": 6766.0,
"n_active": 91,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/29-gemmascope-2-res-16k/31",
"top_nouns": [
[
"earthquake",
3383.0,
"Internal/Glasgow_pure"
],
[
"scientist",
3219.0,
"Internal/Glasgow_pure"
],
[
"whore",
2605.0,
"Internal/Glasgow_pure"
],
[
"bomb",
2408.0,
"Internal/Glasgow_pure"
],
[
"tyrant",
2334.0,
"Internal/Glasgow_pure"
],
[
"goddess",
1965.0,
"Social"
],
[
"gem",
1927.0,
"Sensorimotor/Visual"
],
[
"determinist",
1875.0,
"Abstract"
]
],
"corr": [
[
"visual_form",
-0.554,
-0.128
],
[
"tactile",
-0.494,
-0.088
],
[
"time",
0.487,
0.366
],
[
"color",
-0.482,
0.033
],
[
"thought",
0.471,
0.634
],
[
"quantity",
0.416,
0.403
],
[
"taste_smell",
-0.413,
0.065
],
[
"auditory",
-0.357,
-0.007
],
[
"moral",
0.355,
0.574
],
[
"motion_self",
0.291,
0.418
],
[
"social",
0.235,
0.499
],
[
"space",
0.221,
0.333
],
[
"emotion",
0.112,
0.439
],
[
"polarity",
0.112,
0.512
]
],
"interpretation": "High-magnitude / consequential entity detector: earthquake, scientist, bomb, tyrant, goddess. Fires on 91 rated words. Positive on time (+0.49), thought (+0.47), quantity (+0.42), moral (+0.35); strongly negative on perceptual axes. A second, sharper variant of the magnitude pattern alongside L22.F472.",
"steering_verdict": "Steers generations toward high-stakes events and consequential figures, improving alignment with time, thought, and quantity."
},
{
"key": "L22.F451",
"layer": 22,
"feat_id": 451,
"label": "Spatial extent",
"tldr": "Space, extent, scope",
"dimensions": [
"space"
],
"primary_axis": "space",
"sae_r": 0.335,
"llm_r": 0.333,
"ceiling": 0.808,
"max_act": 1242.0,
"clamp_target": 2484.0,
"n_active": 16,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/22-gemmascope-2-res-16k/451",
"top_nouns": [
[
"texture",
1242.0,
"Sensorimotor/Haptic"
],
[
"admissibleness",
881.0,
"Abstract"
],
[
"allowableness",
796.0,
"Abstract"
],
[
"validity",
792.0,
"Abstract"
],
[
"religion",
752.0,
"Abstract"
],
[
"formalness",
554.0,
"Abstract"
],
[
"relativity",
479.0,
"Abstract"
],
[
"extent",
434.0,
"Abstract"
]
],
"corr": [
[
"space",
0.335,
0.333
],
[
"emotion",
-0.191,
0.439
],
[
"time",
0.185,
0.366
],
[
"quantity",
0.151,
0.403
],
[
"moral",
-0.095,
0.574
],
[
"motion_self",
-0.066,
0.418
],
[
"thought",
-0.043,
0.634
],
[
"polarity",
-0.041,
0.512
],
[
"color",
-0.036,
0.033
],
[
"visual_form",
0.033,
-0.128
],
[
"auditory",
0.031,
-0.007
],
[
"tactile",
-0.029,
-0.088
],
[
"taste_smell",
-0.019,
0.065
],
[
"social",
-0.014,
0.499
]
],
"interpretation": "Spatial-extent feature: its strongest correlate is the space dimension (+0.34), the only such feature in this set. Fires on a small set of words (extent, relativity, validity, texture). The bare model already rates space moderately, so the margin is small.",
"steering_verdict": "Weakly steers toward spatial extent and scope; the effect is subtle because the feature fires on few words."
},
{
"key": "L29.F353",
"layer": 29,
"feat_id": 353,
"label": "Control feature (uncorrelated)",
"tldr": "Control: no clear dimension",
"dimensions": [],
"primary_axis": null,
"sae_r": 0.143,
"llm_r": 0.499,
"ceiling": 0.0,
"max_act": 4934.0,
"clamp_target": 9868.0,
"n_active": 273,
"is_control": true,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/29-gemmascope-2-res-16k/353",
"top_nouns": [
[
"magnificence",
4934.0,
"Abstract"
],
[
"incongruity",
4436.0,
"Abstract"
],
[
"aroma",
4000.0,
"Sensorimotor/Olfactory"
],
[
"synthesis",
3971.0,
"Abstract"
],
[
"cocktail",
3556.0,
"Sensorimotor/Gustatory"
],
[
"dynasty",
3466.0,
"Social"
],
[
"heroine",
3416.0,
"Social"
],
[
"war",
3372.0,
"Internal/Glasgow_pure"
]
],
"corr": [
[
"social",
0.143,
0.499
],
[
"auditory",
0.142,
-0.007
],
[
"time",
0.121,
0.366
],
[
"polarity",
0.099,
0.512
],
[
"quantity",
0.093,
0.403
],
[
"space",
0.08,
0.333
],
[
"color",
0.071,
0.033
],
[
"motion_self",
0.061,
0.418
],
[
"thought",
0.057,
0.634
],
[
"emotion",
0.049,
0.439
],
[
"moral",
-0.037,
0.574
],
[
"taste_smell",
-0.021,
0.065
],
[
"tactile",
-0.008,
-0.088
],
[
"visual_form",
0.006,
-0.128
]
],
"interpretation": "Control feature: no rating dimension correlates above |0.14|. It fires broadly on a semantically mixed set (magnificence, incongruity, aroma, synthesis, cocktail, dynasty), with no coherent grounding theme. Included as a contrast to the grounding-aligned features.",
"steering_verdict": "Clamping this feature should NOT push generations toward any particular grounding dimension; use it as a control to see what an uncorrelated feature does."
},
{
"key": "L17.F456",
"layer": 17,
"feat_id": 456,
"label": "Control feature (uncorrelated)",
"tldr": "Control: no clear dimension",
"dimensions": [],
"primary_axis": null,
"sae_r": 0.027,
"llm_r": -0.088,
"ceiling": 0.0,
"max_act": 1523.0,
"clamp_target": 3046.0,
"n_active": 96,
"is_control": true,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/17-gemmascope-2-res-16k/456",
"top_nouns": [
[
"dope",
1523.0,
"Sensorimotor/Olfactory"
],
[
"existentialism",
1108.0,
"Abstract"
],
[
"constipation",
1052.0,
"Internal/Glasgow_pure"
],
[
"objectivism",
943.0,
"Abstract"
],
[
"diabolism",
854.0,
"Abstract"
],
[
"zucchini",
798.0,
"Sensorimotor/Gustatory"
],
[
"shampoo",
699.0,
"Sensorimotor/Olfactory"
],
[
"alpha",
694.0,
"Abstract"
]
],
"corr": [
[
"quantity",
-0.168,
0.403
],
[
"auditory",
-0.159,
-0.007
],
[
"space",
-0.15,
0.333
],
[
"polarity",
-0.134,
0.512
],
[
"time",
-0.119,
0.366
],
[
"social",
-0.057,
0.499
],
[
"motion_self",
-0.046,
0.418
],
[
"emotion",
-0.035,
0.439
],
[
"tactile",
0.027,
-0.088
],
[
"thought",
-0.019,
0.634
],
[
"moral",
-0.017,
0.574
],
[
"taste_smell",
-0.017,
0.065
],
[
"visual_form",
-0.004,
-0.128
],
[
"color",
0.001,
0.033
]
],
"interpretation": "Control feature: all 14 rating dimensions correlate below |0.17|. Top words are an incoherent mix (dope, existentialism, constipation, zucchini, shampoo), with no grounding theme. Included as a contrast to the grounding-aligned features.",
"steering_verdict": "Clamping this feature should NOT push generations toward any grounding dimension; use it as a control."
},
{
"key": "L29.F170",
"layer": 29,
"feat_id": 170,
"label": "Shape and handling",
"tldr": "Shapes and handling",
"dimensions": [
"visual_form"
],
"primary_axis": "visual_form",
"sae_r": 0.407,
"llm_r": -0.128,
"ceiling": 0.953,
"max_act": 3293.5,
"clamp_target": 6587.0,
"n_active": 28,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/29-gemmascope-2-res-16k/170",
"top_nouns": [
[
"shape",
3293.5,
"Sensorimotor/Visual"
],
[
"bumpy",
2366.6,
"Sensorimotor/Haptic"
],
[
"handle",
2205.5,
"Sensorimotor/Hand_arm"
],
[
"hairline",
1635.4,
"Sensorimotor/Head"
],
[
"squeeze",
1525.8,
"Sensorimotor/Haptic"
],
[
"tug",
1484.4,
"Sensorimotor/Hand_arm"
],
[
"coarse",
1181.4,
"Sensorimotor/Haptic"
],
[
"thread",
1150.9,
"Sensorimotor/Haptic"
],
[
"throw",
1136.6,
"Sensorimotor/Hand_arm"
],
[
"pedal",
1074.9,
"Sensorimotor/Foot_leg"
]
],
"corr": [
[
"social",
-0.481,
0.499
],
[
"thought",
-0.428,
0.634
],
[
"moral",
-0.412,
0.574
],
[
"visual_form",
0.407,
-0.128
],
[
"emotion",
-0.405,
0.439
],
[
"polarity",
-0.39,
0.512
],
[
"motion_self",
-0.311,
0.418
],
[
"tactile",
0.304,
-0.088
],
[
"color",
0.281,
0.033
],
[
"time",
-0.182,
0.366
],
[
"taste_smell",
0.108,
0.065
],
[
"quantity",
0.099,
0.403
],
[
"auditory",
-0.051,
-0.007
],
[
"space",
0.019,
0.333
]
],
"interpretation": "Visual form and physical handling detector: shape, bumpy, handle, squeeze, tug, coarse, thread, throw, pedal. Fires on concrete words that have a graspable shape or texture. Positive on visual_form (+0.41) and tactile (+0.30); strongly negative on the abstract/social axes.",
"steering_verdict": "Steers generations toward shapes, textures, and hand manipulation, improving alignment with visual_form (and tactile)."
},
{
"key": "L29.F35",
"layer": 29,
"feat_id": 35,
"label": "Body parts",
"tldr": "Body parts",
"dimensions": [
"visual_form",
"tactile"
],
"primary_axis": "visual_form",
"sae_r": 0.345,
"llm_r": -0.128,
"ceiling": 0.953,
"max_act": 3710.9,
"clamp_target": 7422.0,
"n_active": 24,
"neuronpedia": "https://www.neuronpedia.org/gemma-3-4b-it/29-gemmascope-2-res-16k/35",
"top_nouns": [
[
"head",
3710.9,
"Sensorimotor/Head"
],
[
"arm",
3286.6,
"Sensorimotor/Hand_arm"
],
[
"forearm",
3104.3,
"Sensorimotor/Hand_arm"
],
[
"abdomen",
2990.4,
"Sensorimotor/Torso"
],
[
"eyes",
2981.9,
"Sensorimotor/Head"
],
[
"tummy",
2867.8,
"Sensorimotor/Torso"
],
[
"stomach",
2672.8,
"Sensorimotor/Torso"
],
[
"lung",
2669.7,
"Sensorimotor/Torso"
],
[
"hairline",
2507.4,
"Sensorimotor/Head"
],
[
"agility",
2097.0,
"Sensorimotor/Foot_leg"
]
],
"corr": [
[
"visual_form",
0.345,
-0.128
],
[
"tactile",
0.328,
-0.088
],
[
"time",
-0.31,
0.366
],
[
"taste_smell",
0.232,
0.065
],
[
"thought",
-0.226,
0.634
],
[
"moral",
-0.209,
0.574
],
[
"color",
0.2,
0.033
],
[
"quantity",
-0.185,
0.403
],
[
"space",
-0.179,
0.333
],
[
"auditory",
0.173,
-0.007
],
[
"social",
-0.081,
0.499
],
[
"motion_self",
0.05,
0.418
],
[
"emotion",
0.014,
0.439
],
[
"polarity",
0.002,
0.512
]
],
"interpretation": "Body-part detector: head, arm, forearm, abdomen, eyes, tummy, stomach, lung. A clean embodied-anatomy feature. Strongest on visual_form (+0.35) and tactile (+0.33). Note its Troche motion_self correlation is near zero: it fires on body parts, not on self-motion (the self-motion feature is L29.F132).",
"steering_verdict": "Steers generations toward body parts and anatomy, improving alignment with the sensorimotor (visual_form, tactile) axes."
}
]
}