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    2. Gemma-4-31B
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    * **Analyze the lists:** * **MAX_ACTIVATING_TOKENS**: `confounding`, `known`, `influence`, `shared`, `are`, `covariates`, `confounded`, `the`, `could`, `.` * **TOKENS_AFTER_MAX_ACTIVATING_TOKEN**: `covariates`, `to`, `of`, `within`, `incorporated`, `.`, `by`, `importance`, `be`, `As` * **TOP_POSITIVE_LOGITS**: `potenciales`, `posible`, `potential`, `возмо` (possible in Chinese), `socioeconomic`, `跑到` (ran to in Chinese), `пути` (paths in Russian), `Potential`, `andra` (and in Spanish), `proveedores` (providers in Spanish) * **TOP_ACTIVATING_TEXTS**: Contain phrases like "confounding covariates", "factors known to affect", "accounting for the influence", "risk factors, which may be shared", "possible that increased falls risk is partly dependent on other risk factors that are incorporated", "confounded by ethnic variability", "quantify the importance of each pathway".* **Identify patterns:** * `confounding`, `covariates`, `confounded` appear in MAX_ACTIVATING_TOKENS and TOP_ACTIVATING_TEXTS. * `known`, `influence`, `shared`, `possible`, `incorporated`, `importance` appear in MAX_ACTIVATING_TOKENS or TOP_ACTIVATING_TEXTS. * The TOP_POSITIVE_LOGITS include `potential` and words related to possibilities or factors, even across languages. * The TOP_ACTIVATING_TEXTS consistently discuss adjusting for or accounting for various factors, covariates, influences, or risks.* **Synthesize the pattern:** The neuron seems to be activated by discussions of factors, covariates, or influences that need to be considered or adjusted for, especially in statistical or causal modeling. It's about controlling for variables that might confound results or that are known to have an effect.* **Formulate the explanation:** * "confounding covariates and influences" (4 words) - Good, but maybe a bit too specific to just covariates. * "accounting for known influences" (4 words) - Closer. * "adjustment for confounding factors" (4 words) - Captures the essence well. * "potential confounders and influences" (4 words) - Also good. * "controlling for factors and covariates" (5 words) - Direct and clear.Let's check the TOP_POSITIVE_LOGITS again: `potenciales`, `posible`, `potential`, `socioeconomic`. This suggests a focus on potential factors and their impact.The texts also talk about "risk factors", "factors known to affect", "influence of central brain atrophy", "shared within families", "incorporated into FRAX".The core idea is about factors that influence outcomes and need to be accounted for. "Covariates" and "confounding" are strong signals. "Influence" is also present.Consider: "accounting for influencing factors" (4 words)Consider: "confounding factors and influences" (4 words)Consider: "factors and influences to control" (5 words)The most frequent theme is about factors that *influence* outcomes and are often *confounding* or *need adjustment*. The presence of `potential` and `posible` in logits also suggests it's about potential influences or confounders."confounding factors and influences" seems to be the most encompassing and direct.Let's re-evaluate the prompt's example: "concise explanation (3 to 20 words) that captures what the neuron detects or predicts by finding patterns in lists." and "just say the pattern itself, and do not start with phrases like 'words related to'"."confounding factors and influences" is a good fit.confounding factors and influences

    np_acts-logits-general · gemini-2.5-flash-lite
    New Auto-Interp
    Top Features by Cosine Similarity
    Configuration
    decoderesearch/gemma-4-saes/gemma-4-31b
    Prompts (Dashboard)
    16,384 prompts, 128 tokens each
    Dataset (Dashboard)
    monology/pile-uncopyrighted
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    Negative Logits
    benefits
    -0.06
    本店
    -0.06
     прошу
    -0.06
     নষ্ট
    -0.06
    reliability
    -0.05
    ่อย
    -0.05
    数列
    -0.05
     changé
    -0.05
     Sometimes
    -0.05
    q
    -0.05
    POSITIVE LOGITS
     potenciales
    0.07
     posible
    0.07
     potential
    0.07
     возмо
    0.06
     socioeconomic
    0.06
    跑到
    0.06
     пути
    0.06
    Potential
    0.06
     andra
    0.06
     proveedores
    0.06
    Activations Density 0.003%

    No Known Activations