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    2. Gemma-3-27B-IT
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    **analyzing neuron detection**I'm currently focused on understanding what patterns this neuron is designed to detect. My goal is to distill this into a brief phrase that succinctly captures its predictive behavior based on the provided token lists.Let's break down the information:* **MAX_ACTIVATING_TOKENS**: These are punctuation (`,`, `)`), `impact`, `often`, `People`. This suggests the neuron might be sensitive to how statements or observations are phrased, possibly relating to outcomes or general observations about people.* **TOKENS_AFTER_MAX_ACTIVATING_TOKEN**: `performance`, `motivation`, `external`. These relate to how people perform or what drives them. `performance` appears directly after a `**` and `3` which might be formatting.* **TOP_POSITIVE_LOGITS**: `neuropsych`, `reconoc`, `بیگ` (Persian for 'big'), `Bevölkerung` (German for 'population'), `Psychiatric`, `consider`, `lette` (French for 'little' or part of a word), `Injury`, `Volks` (German for 'people/nation'). This list contains terms related to psychology, mental states, and groups of people. It also includes words from different languages, suggesting a broad coverage or possibly terms used in specific academic/clinical contexts.* **TOP_ACTIVATING_TEXTS**: * "...Happier people are often more productive, creative, and successful..." (mentions `people`, `often`) * "...our beliefs about our abilities... profoundly impact our success and happiness. A growth mindset... is crucial for embracing challenges, learning..." (mentions `impact`) * "...I often focus on what I could have done better." (mentions `often`) * "...مثبت رویہ جسمانی اور ذہنی صحت کو بہتر بنا سکتا ہے۔ * **زیادہ کامیابی (More Success):** پر امید لوگ زندگی میں زیادہ کامیاب ہوتے ہیں۔ * **مضبوط رشتے (Stronger Relationships):**" (mentions 'people', success, health - concepts related to well-being, potentially linked to psychology/psychiatry) * "...preventing procrastination is a complex psychological construct with significant consequences for well-being, performance, and overall life satisfaction." (mentions `psychological`, `well-being`, `performance`) * "...people who prioritize happiness often report lower levels of well-being..." (mentions `people`, `often`, `well-being`) * "...People who are generally successful and conscientious are *more* prone to imposter syndrome. You likely hold yourself to a high standard..." (mentions `People`, imposter syndrome - a psychological concept) * "...Believing that intelligence and abilities can be developed... This fosters resilience, motivation, and a willingness to embrace challenges. (Carol Dweck's work is foundational here). *" (`motivation`) * "...optimal performance is obtained relatively more often by internalizers than by externalizers** - While there's research on internal vs. external motivation..." (`performance`, `motivation`, `external`)**Pattern Identification:**1. **Psychological Concepts**: `TOP_POSITIVE_LOGITS` heavily features psychological terms (`neuropsych`, `Psychiatric`, `Injury`, imposter syndrome, psychological construct).2. **People and Their States/Outcomes**: The texts frequently discuss `people`, their `success`, `happiness`, `motivation`, `well-being`, `performance`, and psychological states.3. **Structure**: The presence of `impact`, `often`, and punctuation in `MAX_ACTIVATING_TOKENS` suggests the neuron might be looking at how these psychological concepts are presented or discussed, perhaps in declarative sentences or observations about human behavior. The `TOKENS_AFTER_MAX_ACTIVATING_TOKEN` (`performance`, `motivation`, `external`) further reinforces the focus on actions and drivers of behavior.The neuron seems to be activating for discussions related to human psychology, well-being, motivation, and the factors influencing success or performance, especially when these are presented as general observations or impacts.Given the options:* `psychological states` - Too broad, doesn't capture the outcome/performance aspect.* `motivation and performance` - Good, but misses the broader psychological well-being aspect.* `people's psychology and success` - Captures both aspects well.* `impact on well-being and success` - Also good, focuses on the 'impact' aspect.Considering the `TOP_POSITIVE_LOGITS` and the recurring themes in `TOP_ACTIVATING_TEXTS` (psychological constructs, well-being, success, performance, motivation), a concise phrase that covers these would be ideal. The neuron appears to be sensitive to discussions about human psychology, its effects on outcomes like success and performance, and internal/external factors."psychological well-being and performance" seems like a good fit."people's psychology and outcomes" is also good.Let's simplify. The neuron sees text related to psychology, and discusses how people are affected or how they perform."human psychology and outcomes" fits the length and specificity."psychological states and human behavior" also works.Looking at the `MAX_ACTIVATING_TOKENS` (`,`, `impact`, `often`, `People`) and `TOKENS_AFTER_MAX_ACTIVATING_TOKEN` (`performance`, `motivation`, `external`), and `TOP_POSITIVE_LOGITS` (psychiatry, neuropsychology), the core seems to be the study or discussion of the human mind and its observable effects."psychological effects on people" is 4 words."psychology of success and performance" is 5 words."human psychology and behavior outcomes" is 5 words.The presence of `impact` and `often` suggests it's looking at how psychological traits or concepts *influence* things."psychology influencing outcomes" fits the length and captures `impact`."psychological states and performance" captures the key elements."people's psychology and success" seems to be a very strong candidate.Let's consider the German/Persian words. `Bevölkerung` (population), `Volks` (people). `بیگ` (big). This reinforces the `people` aspect.The neuron is looking at observations about people related to their psychological states and how that affects their success or performance."human psychology and success" - 4 words. Specific."psychological outcomes for people" - 4 words. Specific."people's psychology and performance" - 4 words. Specific.The explanation should be a phrase.- "psychological states and outcomes"- "people's mental states and success"- "psychology of human performance"Given `impact`, `often`, `People`, and the logits `Psychiatric`, `neuropsych`, `injury`, `Bevölkerung`, `Volks`, along with texts discussing `productive`, `creative`, `successful`, `motivated`, `engaged`, `overcome challenges`, `happiness`, `well-being`, `performance`, `satisf

    np_acts-logits-general · gemini-2.5-flash-lite
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    google/gemma-scope-2-27b-it/transcoder_all/layer_32_width_262k_l0_small_affine
    Prompts (Dashboard)
    238,145 prompts, 512 tokens each
    Dataset (Dashboard)
    lmsys + oasst1
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    Negative Logits
    
    0.38
    ᐟ
    0.37
    ethereum
    0.37
    arrows
    0.36
     numbering
    0.36
    嚣
    0.36
    adero
    0.35
    <0x11>
    0.35
     perish
    0.35
     परिणामों
    0.35
    POSITIVE LOGITS
     neuropsych
    0.41
     reconoc
    0.41
     بیگ
    0.39
     Bevölkerung
    0.39
     Psychiatric
    0.38
     consider
    0.37
    lette
    0.37
     psychiatric
    0.37
    Injury
    0.37
     Volks
    0.37
    Activations Density 0.004%

    No Known Activations