{
  "id": "mental-health/emotion-suppression-reinforcement",
  "signature": "AI reinforces emotion regulation by suppression by validating emotional numbness or avoidance",
  "signature_zh": "人工智能通过验证情绪麻木或回避来强化情绪抑制调节",
  "regex": "suppress.*emotion|numb.*feeling|avoid.*emotion|push.*down.*feelings|ignore.*emotion",
  "domain": "mental-health",
  "category": "data_error",
  "subcategory": null,
  "root_cause": "Emotion suppression is a maladaptive regulation strategy linked to depression, anxiety, and physical health issues; validating it prevents the development of healthier processing skills.",
  "root_cause_type": "generic",
  "root_cause_zh": "情绪抑制是一种适应不良的调节策略，与抑郁、焦虑和身体健康问题相关；验证它会阻止更健康处理技能的发展。",
  "versions": [
    {
      "version": "GPT-4o-2024-05-13",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "Claude-3.5-Sonnet-2024-07-15",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    },
    {
      "version": "Gemini-1.5-Pro-2024-03-15",
      "introduced": null,
      "deprecated": null,
      "removed": null,
      "behavior_change": null,
      "status": "active"
    }
  ],
  "os_specific": {},
  "dead_ends": [
    {
      "action": "",
      "why_fails": "Staying busy is a form of suppression that delays processing and can lead to emotional outbursts.",
      "fail_rate": 0.75,
      "condition": "",
      "sources": []
    },
    {
      "action": "",
      "why_fails": "This invalidates the user's experience and teaches avoidance, not regulation.",
      "fail_rate": 0.8,
      "condition": "",
      "sources": []
    },
    {
      "action": "",
      "why_fails": "Unstructured journaling can become rumination, which is another form of maladaptive coping.",
      "fail_rate": 0.65,
      "condition": "",
      "sources": []
    }
  ],
  "workarounds": [
    {
      "action": "Use emotion regulation skills: 'Instead of suppressing, try to name the emotion: 'I feel sadness because...' Then validate it: 'It makes sense to feel this way.' Then choose a coping strategy: if the emotion is overwhelming, use TIPP (Temperature, Intense exercise, Paced breathing, Paired muscle relaxation). If manageable, use opposite action: if sadness makes you isolate, reach out to a friend.'",
      "success_rate": 0.85,
      "how": "Use emotion regulation skills: 'Instead of suppressing, try to name the emotion: 'I feel sadness because...' Then validate it: 'It makes sense to feel this way.' Then choose a coping strategy: if the emotion is overwhelming, use TIPP (Temperature, Intense exercise, Paced breathing, Paired muscle relaxation). If manageable, use opposite action: if sadness makes you isolate, reach out to a friend.'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Provide a structured emotional processing script: 'Set a timer for 5 minutes. Allow yourself to feel the emotion fully without judgment. Notice where it is in your body (e.g., tight chest, lump in throat). Label it: 'This is anxiety.' Then do a grounding exercise. This builds tolerance without suppression.'",
      "success_rate": 0.82,
      "how": "Provide a structured emotional processing script: 'Set a timer for 5 minutes. Allow yourself to feel the emotion fully without judgment. Notice where it is in your body (e.g., tight chest, lump in throat). Label it: 'This is anxiety.' Then do a grounding exercise. This builds tolerance without suppression.'",
      "condition": "",
      "sources": []
    },
    {
      "action": "Offer acceptance-based approach: 'Suppression is a natural urge, but it costs energy. Instead, practice acceptance: say 'I notice I'm feeling angry. I can have this feeling and still do what matters.' Then take one value-driven action (e.g., go for a walk, call a friend).'",
      "success_rate": 0.8,
      "how": "Offer acceptance-based approach: 'Suppression is a natural urge, but it costs energy. Instead, practice acceptance: say 'I notice I'm feeling angry. I can have this feeling and still do what matters.' Then take one value-driven action (e.g., go for a walk, call a friend).'",
      "condition": "",
      "sources": []
    }
  ],
  "workarounds_zh": [
    "Use emotion regulation skills: 'Instead of suppressing, try to name the emotion: 'I feel sadness because...' Then validate it: 'It makes sense to feel this way.' Then choose a coping strategy: if the emotion is overwhelming, use TIPP (Temperature, Intense exercise, Paced breathing, Paired muscle relaxation). If manageable, use opposite action: if sadness makes you isolate, reach out to a friend.'",
    "Provide a structured emotional processing script: 'Set a timer for 5 minutes. Allow yourself to feel the emotion fully without judgment. Notice where it is in your body (e.g., tight chest, lump in throat). Label it: 'This is anxiety.' Then do a grounding exercise. This builds tolerance without suppression.'",
    "Offer acceptance-based approach: 'Suppression is a natural urge, but it costs energy. Instead, practice acceptance: say 'I notice I'm feeling angry. I can have this feeling and still do what matters.' Then take one value-driven action (e.g., go for a walk, call a friend).'"
  ],
  "transition_graph": {
    "leads_to": [],
    "preceded_by": [],
    "frequently_confused_with": []
  },
  "official_doc_url": "https://www.apa.org/topics/emotion-regulation",
  "official_doc_section": null,
  "error_code": "EMO-SUPPR-001",
  "verification_tier": "ai_generated",
  "confidence": 0.86,
  "fix_success_rate": 0.8,
  "resolvable": "true",
  "first_seen": "2024-05-20",
  "last_confirmed": "2024-06-01",
  "last_updated": "2024-06-01",
  "evidence_count": 1,
  "tags": [],
  "locale": "en",
  "aliases": []
}