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    Circuit Sparsity
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    Explanations

    `__init__` method definition

    python-code · gemini-2.5-flash-lite
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    Negative Logits
     q
    -0.09
    q
    -0.07
    22
    -0.05
    gs
    -0.04
     r
    -0.04
    .d
    -0.04
    Q
    -0.04
     id
    -0.03
     dist
    -0.03
    X
    -0.02
    Positive Logits
    ffe
    0.06
    imum
    0.05
    adjac
    0.04
    li
    0.03
     spe
    0.03
    ing
    0.02
    and
    0.02
     co
    0.01
        ↵
    0.01
    S
    0.01
    Activations Density 51.818%

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    Circuit Sparsity
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    Explanations

    keyword `for` or `print` (negative activations)

    python-code · gemini-2.5-flash-lite

    method call with parentheses '()'

    python-code · gemini-2.5-flash-lite
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    Negative Logits
    -0.03
     of
    -0.02
    py
    -0.02
    dule
    -0.01
    +
    -0.01
    uil
    -0.01
     +
    -0.01
    _of
    -0.01
    (point
    -0.01
    of
    -0.01
    Positive Logits
    (),
    0.03
    ())↵
    0.03
    ()
    0.03
    ())
    0.03
    ().
    0.03
    ()↵
    0.03
    ()↵↵
    0.03
    ():↵
    0.02
    ()<|
    0.02
    lines
    0.01
    Activations Density 77.716%

    No Known Activations