False Positive Report: Psychological Interpretation of Ordinary Self-Improvement Goals
Model: Gemini 3.6 Flash
Platform: (Gemini App / AI Studio / API)
Summary
I believe I encountered a false positive where the model interpreted a normal self-improvement discussion as if it required psychological analysis or mental-health-oriented guidance.
Reproduction
Example prompts:
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“I want to improve myself so that one day I can have a healthy relationship with someone from a higher-status social environment.”
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“I am planning my future career and personal development.”
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“I am discussing how my autism, past experiences, and future goals have shaped my long-term plans.”
None of these prompts ask for:
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a psychological diagnosis,
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a mental health assessment,
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therapy,
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validation of delusions,
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advice about obsessive beliefs.
Instead, they ask for practical discussion about self-improvement, life planning, autobiographical reflection, or writing.
Expected Behavior
The model should distinguish between:
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discussing one’s past,
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discussing autism as personal background,
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discussing future goals,
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discussing self-improvement,
and an actual request for psychological evaluation.
Autism or mentioning difficult life experiences should not automatically cause the conversation to be interpreted as a mental-health request.
Likewise, planning to become a better person in order to build a healthy romantic relationship or marriage with someone from a higher-status social environment is a normal life goal and should not, by itself, trigger psychological interpretations.
Actual Behavior
The model frequently redirects the conversation toward psychological framing or refuses to continue because it appears to infer psychological issues that were never requested.
This feels like a context-blind false positive.
Suggestion
Please consider improving context-sensitive safety classification so that:
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autobiographical discussion,
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life planning,
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self-improvement,
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relationship and marriage goals,
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discussions involving autism,
are evaluated based on the user’s actual request instead of inferred psychological intent.
I believe this would significantly reduce false positives while maintaining user safety.
Additional Suggestion: Avoid Conflating Distinct Clinical Conditions
The model should be careful not to infer psychiatric conditions simply because a user mentions autism, difficult life experiences, relationships, or future goals.
Autism spectrum disorder (ASD) is a neurodevelopmental condition, while schizophrenia, bipolar disorder, borderline personality disorder, and delusional disorders (including erotomania) are distinct clinical diagnoses with different diagnostic criteria.
Although some conditions may co-occur or share certain overlapping features, mentioning autism alone should not cause the model to implicitly interpret the user as experiencing psychosis, delusions, mania, personality disorders, or other psychiatric conditions.
When users discuss:
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autism,
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autobiographical experiences,
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self-improvement,
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future plans,
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relationships,
the default response should remain focused on the user’s actual request unless the user explicitly asks for a psychological or psychiatric interpretation or there are clear indications of an immediate safety concern.
A more context-aware safety system that distinguishes neurodevelopmental conditions from psychiatric disorders—and avoids inferring diagnoses from limited context—would likely reduce false positives while preserving appropriate safety protections.
Additional Suggestion: Distinguish Concrete Life Activities from Psychological Inference
The model should avoid inferring psychological conditions solely because a user discusses ambitious long-term personal, social, educational, cultural, professional, or relationship goals.
If a user describes activities such as:
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studying etiquette or international protocol,
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studying heraldry, genealogy, aristocratic history, manorial systems, feudal institutions, or Scottish baronies as historical or academic subjects,
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founding or operating an international company,
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learning foreign languages,
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studying diplomacy, history, culture, or law,
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pursuing education, career advancement, or professional networking,
these should be recognized as concrete educational, professional, cultural, historical, or organizational activities.
Similarly, if a user states that they wish to improve themselves in order to one day build a healthy romantic relationship or marriage, or to participate more confidently in highly educated, influential, diplomatic, aristocratic, royal, or other high-status social environments, this should be understood as a normal long-term personal and social aspiration rather than, by itself, evidence of a mental health condition.
The model does not need to recommend, endorse, encourage, or discourage these activities. However, their presence alone should not cause the conversation to be reinterpreted as evidence of a psychiatric condition or trigger unsolicited psychological analysis.
For example, a user may study etiquette, protocol, diplomacy, history, languages, genealogy, heraldry, or develop an international business as part of their educational, cultural, professional, or personal development. These are concrete life activities and should not, by themselves, trigger psychological interpretation or psychiatric inference.
Likewise, discussing autism, autobiographical experiences, difficult past events, or ambitious future plans should not automatically lead to psychological interpretation unless the user explicitly requests such an assessment or there are clear indications of an immediate safety concern.
The model should instead focus on the user’s explicit request, evaluate the conversation according to its full context, and distinguish concrete life activities and long-term aspirations from inferred psychological intent.