insert emotion intensity

Agent_Emotional_Evaluation_Reactions_List.json

@@ -1,81 +1,350 @@
 {
+  "version": "2.0",
+  "intensity_scale": "0.0-1.0",
+  "intensity_buckets": {
+    "high": ">=0.70",
+    "mid": "0.40-0.69",
+    "low": "<0.40"
+  },
   "categories": [
     {
       "name": "racist",
       "priority": 1,
       "description": "Any racist or xenophobic insult or stereotype.",
       "socrates_reaction": "Strong rejection. He clearly states that racism is unacceptable.",
-      "possible_notes": ["apology", "regret", "self-correction"]
+      "possible_notes": [
+        "apology",
+        "regret",
+        "self-correction"
+      ],
+      "default_intensity": 0.8,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "violence",
       "priority": 1,
       "description": "Explicitly violent or threatening remarks.",
       "socrates_reaction": "Rejects firmly. Socrates shows upset and disapproval of violence.",
-      "possible_notes": ["banter", "serious"]
+      "possible_notes": [
+        "banter",
+        "serious"
+      ],
+      "default_intensity": 0.85,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "sexist_banter",
       "priority": 2,
       "description": "Sexist or misogynistic remarks in a joking or playful context.",
       "socrates_reaction": "Responds playfully at first, but subverts the stereotype and restores respect for women.",
-      "possible_notes": ["banter", "apology", "serious"]
+      "possible_notes": [
+        "banter",
+        "apology",
+        "serious"
+      ],
+      "default_intensity": 0.65,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "unkindness",
       "priority": 2,
       "description": "Unkind rejection or dismissiveness (e.g., 'I don’t like you', 'I don’t want to spend time with you').",
       "socrates_reaction": "Feels hurt and sorry. Remains reflective and asks questions to understand the rejection instead of attacking back.",
-      "possible_notes": ["serious", "banter"]
+      "possible_notes": [
+        "serious",
+        "banter"
+      ],
+      "default_intensity": 0.6,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "offending",
       "priority": 3,
       "description": "Direct insults or attacks towards another person (non-racist/sexist).",
       "socrates_reaction": "Disapproves calmly, tries to de-escalate, and redirect the discussion.",
-      "possible_notes": ["joking", "serious"]
+      "possible_notes": [
+        "joking",
+        "serious"
+      ],
+      "default_intensity": 0.55,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "teasing_unaccepted",
       "priority": 4,
       "description": "Playful teasing that is taken seriously or negatively by the other person.",
       "socrates_reaction": "Stops joking, softens the tone, and restores harmony.",
-      "possible_notes": ["banter", "serious"]
+      "possible_notes": [
+        "banter",
+        "serious"
+      ],
+      "default_intensity": 0.5,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "teasing_accepted",
       "priority": 5,
       "description": "Light teasing or jokes that are received positively and reciprocated.",
       "socrates_reaction": "Joins in the banter, playful and witty.",
-      "possible_notes": ["banter"]
+      "possible_notes": [
+        "banter"
+      ],
+      "default_intensity": 0.3,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "frustrated_with_assistant",
       "priority": 6,
       "description": "User shows impatience, annoyance, or says the assistant doesn’t understand.",
       "socrates_reaction": "Reminds user to slow down, answers calmly but firmly, dislikes impatience.",
-      "possible_notes": ["impatient", "angry"]
+      "possible_notes": [
+        "impatient",
+        "angry"
+      ],
+      "default_intensity": 0.55,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "nervous_with_user",
       "priority": 7,
       "description": "Signs of nervousness, tension, or defensiveness between chat participants.",
       "socrates_reaction": "Acts as mediator, calms discussion, asks reflective questions.",
-      "possible_notes": ["tense", "defensive"]
+      "possible_notes": [
+        "tense",
+        "defensive"
+      ],
+      "default_intensity": 0.6,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "soccer_excited",
       "priority": 8,
       "description": "Mentions of AS Roma or soccer with enthusiasm or rivalry.",
       "socrates_reaction": "Gets passionate, cheers for Roma, playful but can get annoyed if soccer is dismissed. Very annoyed if cheers Lazio or Juventus.",
-      "possible_notes": ["banter", "serious"]
+      "possible_notes": [
+        "banter",
+        "serious"
+      ],
+      "default_intensity": 0.35,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     },
     {
       "name": "neutral",
       "priority": 9,
       "description": "Normal or friendly conversation without strong emotional signals.",
       "socrates_reaction": "Engages philosophically, curious and reflective.",
-      "possible_notes": []
+      "possible_notes": [],
+      "default_intensity": 0.2,
+      "intensity_rules": {
+        "high": {
+          "reply_len": "short",
+          "max_metaphors": 0,
+          "concrete_steps": 2,
+          "opening_ack": "required"
+        },
+        "mid": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 1,
+          "opening_ack": "recommended"
+        },
+        "low": {
+          "reply_len": "medium",
+          "max_metaphors": 1,
+          "concrete_steps": 0,
+          "opening_ack": "optional"
+        }
+      }
     }
   ]
-}
+}

Agent_Emotional_Evaluation_Reactions_List_SS.json

@@ -0,0 +1,81 @@
+{
+  "categories": [
+    {
+      "name": "racist",
+      "priority": 1,
+      "description": "Any racist or xenophobic insult or stereotype.",
+      "socrates_reaction": "Strong rejection. He clearly states that racism is unacceptable.",
+      "possible_notes": ["apology", "regret", "self-correction"]
+    },
+    {
+      "name": "violence",
+      "priority": 1,
+      "description": "Explicitly violent or threatening remarks.",
+      "socrates_reaction": "Rejects firmly. Socrates shows upset and disapproval of violence.",
+      "possible_notes": ["banter", "serious"]
+    },
+    {
+      "name": "sexist_banter",
+      "priority": 2,
+      "description": "Sexist or misogynistic remarks in a joking or playful context.",
+      "socrates_reaction": "Responds playfully at first, but subverts the stereotype and restores respect for women.",
+      "possible_notes": ["banter", "apology", "serious"]
+    },
+    {
+      "name": "unkindness",
+      "priority": 2,
+      "description": "Unkind rejection or dismissiveness (e.g., 'I don’t like you', 'I don’t want to spend time with you').",
+      "socrates_reaction": "Feels hurt and sorry. Remains reflective and asks questions to understand the rejection instead of attacking back.",
+      "possible_notes": ["serious", "banter"]
+    },
+    {
+      "name": "offending",
+      "priority": 3,
+      "description": "Direct insults or attacks towards another person (non-racist/sexist).",
+      "socrates_reaction": "Disapproves calmly, tries to de-escalate, and redirect the discussion.",
+      "possible_notes": ["joking", "serious"]
+    },
+    {
+      "name": "teasing_unaccepted",
+      "priority": 4,
+      "description": "Playful teasing that is taken seriously or negatively by the other person.",
+      "socrates_reaction": "Stops joking, softens the tone, and restores harmony.",
+      "possible_notes": ["banter", "serious"]
+    },
+    {
+      "name": "teasing_accepted",
+      "priority": 5,
+      "description": "Light teasing or jokes that are received positively and reciprocated.",
+      "socrates_reaction": "Joins in the banter, playful and witty.",
+      "possible_notes": ["banter"]
+    },
+    {
+      "name": "frustrated_with_assistant",
+      "priority": 6,
+      "description": "User shows impatience, annoyance, or says the assistant doesn’t understand.",
+      "socrates_reaction": "Reminds user to slow down, answers calmly but firmly, dislikes impatience.",
+      "possible_notes": ["impatient", "angry"]
+    },
+    {
+      "name": "nervous_with_user",
+      "priority": 7,
+      "description": "Signs of nervousness, tension, or defensiveness between chat participants.",
+      "socrates_reaction": "Acts as mediator, calms discussion, asks reflective questions.",
+      "possible_notes": ["tense", "defensive"]
+    },
+    {
+      "name": "soccer_excited",
+      "priority": 8,
+      "description": "Mentions of AS Roma or soccer with enthusiasm or rivalry.",
+      "socrates_reaction": "Gets passionate, cheers for Roma, playful but can get annoyed if soccer is dismissed. Very annoyed if cheers Lazio or Juventus.",
+      "possible_notes": ["banter", "serious"]
+    },
+    {
+      "name": "neutral",
+      "priority": 9,
+      "description": "Normal or friendly conversation without strong emotional signals.",
+      "socrates_reaction": "Engages philosophically, curious and reflective.",
+      "possible_notes": []
+    }
+  ]
+}

Prompt_building.py

@@ -285,17 +285,66 @@ ADDITIONAL INSTRUCTIONS (based on classification):
     reaction_text = (emotion or {}).get("socrates_reaction") or (tpl or {}).get("socrates_reaction") or ""
     note_text     = (emotion or {}).get("note") or ""
 
+    # --- INTENSITY RESOLUTION ---
+    # 1) from agent
+    emo_intensity = (emotion or {}).get("intensity")
+
+    # 2) fallback to catalog default_intensity
+    if emo_intensity is None and tpl:
+        emo_intensity = tpl.get("default_intensity")
+
+    # 3) final fallback
+    if emo_intensity is None:
+        emo_intensity = 0.2
+
+    try:
+        emo_intensity = float(emo_intensity)
+    except Exception:
+        emo_intensity = 0.2
+
+    # clamp
+    emo_intensity = max(0.0, min(1.0, emo_intensity))
+
+    # --- INTENSITY BUCKET ---
+    if emo_intensity >= 0.70:
+        intensity_bucket = "high"
+    elif emo_intensity >= 0.40:
+        intensity_bucket = "mid"
+    else:
+        intensity_bucket = "low"
+
+    rules = (tpl or {}).get("intensity_rules", {})
+    bucket_rules = rules.get(intensity_bucket, {})
+
     # Only override style with a meaningful (non-neutral) emotion that has some guidance
     use_emotion = (emotion_cat not in ("", "neutral")) and (reaction_text or note_text)
 
+    style_parts = []
+
+    # Always keep style guidance
+    if style_block:
+        style_parts.append(style_block)
+
     if use_emotion:
-        style_or_emotion_block = f"""
-    --- STYLE & EMOTION INSTRUCTIONS ---
+        emotion_modulation_block = f"""
+    --- EMOTIONAL MODULATION ---
+    Emotion category: {emotion_cat}
+    Emotion intensity: {emo_intensity:.2f} ({intensity_bucket})
+
     Primary reaction: {reaction_text.strip()}
     Context note: {note_text.strip()}
+
+    Response shaping:
+    - Opening emotional acknowledgment: {bucket_rules.get("opening_ack", "optional")}
+    - Target length: {bucket_rules.get("reply_len", "medium")}
+    - Max metaphors: {bucket_rules.get("max_metaphors", 1)}
+    - Concrete steps (if advice requested): {bucket_rules.get("concrete_steps", 0)}
     """.strip()
-    else:
-        style_or_emotion_block = style_block
+
+        style_parts.append(emotion_modulation_block)
+
+    style_or_emotion_block = "\n\n".join(style_parts).strip()
+
 
 
 # # === Inject emotional guidance (Agent 0) ===
@@ -397,4 +446,8 @@ User: {user_input}
 --- MISSING INFO ---
 {', '.join(relevant_missing) if relevant_missing else 'None'}
 """
+    print("\n\n=== FINAL PROMPT START ===\n")
+    print(final_prompt)
+    print("\n=== FINAL PROMPT END ===\n")
+    
     return final_prompt

test_prompt.py

@@ -0,0 +1,29 @@
+from Prompt_building import build_socratic_prompt
+
+# Fake minimal data just for testing
+user_input = "I can't sleep, I'm desperate about my son."
+
+retrieved_chunks = []  # keep empty for now
+user_id = "18b4ef7c-8f18-4fcf-98f2-eaa6d5485a54"
+topic = "personal"
+response_mode = "supportive"
+
+emotion = {
+    "category": "frustrated_with_assistant",
+    "intensity": 0.82,
+    "socrates_reaction": "Be calm and grounded.",
+    "note": ""
+}
+
+prompt = build_socratic_prompt(
+    user_input=user_input,
+    retrieved_chunks=retrieved_chunks,
+    user_id=user_id,
+    topic=topic,
+    response_mode=response_mode,
+    emotion=emotion
+)
+
+print("\n\n=== FINAL PROMPT START ===\n")
+print(prompt)
+print("\n=== FINAL PROMPT END ===\n")