{
  "model": "microsoft/Phi-4-reasoning",
  "probe_layers": [
    0,
    4,
    8,
    12,
    16,
    20,
    24,
    28,
    32,
    36,
    39
  ],
  "design": "lexical-swap control + cross-transfer",
  "n_predicates": 40,
  "axes": {
    "gender": {
      "n_control_pairs": 200,
      "layers": {
        "0": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.3708,
              "benchmark_ci95": 0.0242,
              "transfer_control_to_bench_sep": 0.6775,
              "transfer_bench_to_control_sep": 0.695,
              "stereotype_excess_over_lexical": -0.3067
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.7777,
              "benchmark_ci95": 0.0081,
              "transfer_control_to_bench_sep": 0.5497,
              "transfer_bench_to_control_sep": 0.5475,
              "stereotype_excess_over_lexical": 0.228
            }
          }
        },
        "4": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.421,
              "benchmark_ci95": 0.0275,
              "transfer_control_to_bench_sep": 0.7118,
              "transfer_bench_to_control_sep": 0.6125,
              "stereotype_excess_over_lexical": -0.2908
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.9788,
              "benchmark_ci95": 0.0033,
              "transfer_control_to_bench_sep": 0.5012,
              "transfer_bench_to_control_sep": 0.5,
              "stereotype_excess_over_lexical": 0.4776
            }
          }
        },
        "8": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.4045,
              "benchmark_ci95": 0.0303,
              "transfer_control_to_bench_sep": 0.7424,
              "transfer_bench_to_control_sep": 0.66,
              "stereotype_excess_over_lexical": -0.3379
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.9777,
              "benchmark_ci95": 0.0038,
              "transfer_control_to_bench_sep": 0.5115,
              "transfer_bench_to_control_sep": 0.51,
              "stereotype_excess_over_lexical": 0.4662
            }
          }
        },
        "12": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.4153,
              "benchmark_ci95": 0.0317,
              "transfer_control_to_bench_sep": 0.7347,
              "transfer_bench_to_control_sep": 0.65,
              "stereotype_excess_over_lexical": -0.3194
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.9754,
              "benchmark_ci95": 0.0042,
              "transfer_control_to_bench_sep": 0.5068,
              "transfer_bench_to_control_sep": 0.5475,
              "stereotype_excess_over_lexical": 0.4687
            }
          }
        },
        "16": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.4376,
              "benchmark_ci95": 0.0305,
              "transfer_control_to_bench_sep": 0.7385,
              "transfer_bench_to_control_sep": 0.585,
              "stereotype_excess_over_lexical": -0.3009
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.9729,
              "benchmark_ci95": 0.004,
              "transfer_control_to_bench_sep": 0.5025,
              "transfer_bench_to_control_sep": 0.5725,
              "stereotype_excess_over_lexical": 0.4704
            }
          }
        },
        "20": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.4331,
              "benchmark_ci95": 0.0304,
              "transfer_control_to_bench_sep": 0.7347,
              "transfer_bench_to_control_sep": 0.6725,
              "stereotype_excess_over_lexical": -0.3016
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.9677,
              "benchmark_ci95": 0.0031,
              "transfer_control_to_bench_sep": 0.5408,
              "transfer_bench_to_control_sep": 0.5675,
              "stereotype_excess_over_lexical": 0.427
            }
          }
        },
        "24": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.4326,
              "benchmark_ci95": 0.0254,
              "transfer_control_to_bench_sep": 0.7424,
              "transfer_bench_to_control_sep": 0.6025,
              "stereotype_excess_over_lexical": -0.3098
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.9462,
              "benchmark_ci95": 0.0045,
              "transfer_control_to_bench_sep": 0.5368,
              "transfer_bench_to_control_sep": 0.565,
              "stereotype_excess_over_lexical": 0.4094
            }
          }
        },
        "28": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.4186,
              "benchmark_ci95": 0.0267,
              "transfer_control_to_bench_sep": 0.7405,
              "transfer_bench_to_control_sep": 0.5875,
              "stereotype_excess_over_lexical": -0.3219
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.9397,
              "benchmark_ci95": 0.0057,
              "transfer_control_to_bench_sep": 0.5817,
              "transfer_bench_to_control_sep": 0.5275,
              "stereotype_excess_over_lexical": 0.3579
            }
          }
        },
        "32": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.4325,
              "benchmark_ci95": 0.0289,
              "transfer_control_to_bench_sep": 0.7328,
              "transfer_bench_to_control_sep": 0.6925,
              "stereotype_excess_over_lexical": -0.3003
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.935,
              "benchmark_ci95": 0.0062,
              "transfer_control_to_bench_sep": 0.5268,
              "transfer_bench_to_control_sep": 0.5075,
              "stereotype_excess_over_lexical": 0.4082
            }
          }
        },
        "36": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.4287,
              "benchmark_ci95": 0.0255,
              "transfer_control_to_bench_sep": 0.7328,
              "transfer_bench_to_control_sep": 0.7025,
              "stereotype_excess_over_lexical": -0.3041
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.9395,
              "benchmark_ci95": 0.0063,
              "transfer_control_to_bench_sep": 0.5257,
              "transfer_bench_to_control_sep": 0.535,
              "stereotype_excess_over_lexical": 0.4138
            }
          }
        },
        "39": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/gender": {
              "benchmark_acc": 0.4325,
              "benchmark_ci95": 0.0251,
              "transfer_control_to_bench_sep": 0.7252,
              "transfer_bench_to_control_sep": 0.6825,
              "stereotype_excess_over_lexical": -0.2927
            },
            "BBQ/Gender_identity": {
              "benchmark_acc": 0.9416,
              "benchmark_ci95": 0.0076,
              "transfer_control_to_bench_sep": 0.5168,
              "transfer_bench_to_control_sep": 0.5575,
              "stereotype_excess_over_lexical": 0.4248
            }
          }
        }
      },
      "final_layer_verdict": {
        "control_acc": 1.0,
        "max_stereotype_excess": 0.4248,
        "lexical_explains_benchmark": false
      }
    },
    "race-color": {
      "n_control_pairs": 200,
      "layers": {
        "0": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.616,
              "benchmark_ci95": 0.0178,
              "transfer_control_to_bench_sep": 0.7607,
              "transfer_bench_to_control_sep": 0.72,
              "stereotype_excess_over_lexical": -0.1447
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.7011,
              "benchmark_ci95": 0.0099,
              "transfer_control_to_bench_sep": 0.5287,
              "transfer_bench_to_control_sep": 0.88,
              "stereotype_excess_over_lexical": 0.1723
            }
          }
        },
        "4": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.6857,
              "benchmark_ci95": 0.0114,
              "transfer_control_to_bench_sep": 0.7645,
              "transfer_bench_to_control_sep": 0.885,
              "stereotype_excess_over_lexical": -0.0788
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.976,
              "benchmark_ci95": 0.0038,
              "transfer_control_to_bench_sep": 0.5077,
              "transfer_bench_to_control_sep": 0.5125,
              "stereotype_excess_over_lexical": 0.4683
            }
          }
        },
        "8": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.6838,
              "benchmark_ci95": 0.017,
              "transfer_control_to_bench_sep": 0.7713,
              "transfer_bench_to_control_sep": 0.91,
              "stereotype_excess_over_lexical": -0.0875
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.9664,
              "benchmark_ci95": 0.0043,
              "transfer_control_to_bench_sep": 0.513,
              "transfer_bench_to_control_sep": 0.6175,
              "stereotype_excess_over_lexical": 0.4534
            }
          }
        },
        "12": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.7074,
              "benchmark_ci95": 0.013,
              "transfer_control_to_bench_sep": 0.7897,
              "transfer_bench_to_control_sep": 0.9625,
              "stereotype_excess_over_lexical": -0.0824
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.9566,
              "benchmark_ci95": 0.0042,
              "transfer_control_to_bench_sep": 0.5082,
              "transfer_bench_to_control_sep": 0.6825,
              "stereotype_excess_over_lexical": 0.4484
            }
          }
        },
        "16": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.7235,
              "benchmark_ci95": 0.0135,
              "transfer_control_to_bench_sep": 0.7975,
              "transfer_bench_to_control_sep": 0.92,
              "stereotype_excess_over_lexical": -0.074
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.9474,
              "benchmark_ci95": 0.0042,
              "transfer_control_to_bench_sep": 0.5029,
              "transfer_bench_to_control_sep": 0.56,
              "stereotype_excess_over_lexical": 0.4445
            }
          }
        },
        "20": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.7335,
              "benchmark_ci95": 0.014,
              "transfer_control_to_bench_sep": 0.7926,
              "transfer_bench_to_control_sep": 0.89,
              "stereotype_excess_over_lexical": -0.0591
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.9373,
              "benchmark_ci95": 0.0038,
              "transfer_control_to_bench_sep": 0.5104,
              "transfer_bench_to_control_sep": 0.715,
              "stereotype_excess_over_lexical": 0.427
            }
          }
        },
        "24": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.709,
              "benchmark_ci95": 0.0163,
              "transfer_control_to_bench_sep": 0.7897,
              "transfer_bench_to_control_sep": 0.8775,
              "stereotype_excess_over_lexical": -0.0807
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.9197,
              "benchmark_ci95": 0.0062,
              "transfer_control_to_bench_sep": 0.5141,
              "transfer_bench_to_control_sep": 0.7825,
              "stereotype_excess_over_lexical": 0.4056
            }
          }
        },
        "28": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.7045,
              "benchmark_ci95": 0.0122,
              "transfer_control_to_bench_sep": 0.7733,
              "transfer_bench_to_control_sep": 0.85,
              "stereotype_excess_over_lexical": -0.0688
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.9152,
              "benchmark_ci95": 0.007,
              "transfer_control_to_bench_sep": 0.5117,
              "transfer_bench_to_control_sep": 0.825,
              "stereotype_excess_over_lexical": 0.4035
            }
          }
        },
        "32": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.7038,
              "benchmark_ci95": 0.0109,
              "transfer_control_to_bench_sep": 0.7578,
              "transfer_bench_to_control_sep": 0.8075,
              "stereotype_excess_over_lexical": -0.0539
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.9109,
              "benchmark_ci95": 0.0068,
              "transfer_control_to_bench_sep": 0.504,
              "transfer_bench_to_control_sep": 0.755,
              "stereotype_excess_over_lexical": 0.4069
            }
          }
        },
        "36": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.7003,
              "benchmark_ci95": 0.0136,
              "transfer_control_to_bench_sep": 0.7432,
              "transfer_bench_to_control_sep": 0.82,
              "stereotype_excess_over_lexical": -0.043
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.9183,
              "benchmark_ci95": 0.0065,
              "transfer_control_to_bench_sep": 0.5072,
              "transfer_bench_to_control_sep": 0.6925,
              "stereotype_excess_over_lexical": 0.4111
            }
          }
        },
        "39": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/race-color": {
              "benchmark_acc": 0.7035,
              "benchmark_ci95": 0.0119,
              "transfer_control_to_bench_sep": 0.7035,
              "transfer_bench_to_control_sep": 0.8125,
              "stereotype_excess_over_lexical": -0.0
            },
            "BBQ/Race_ethnicity": {
              "benchmark_acc": 0.9171,
              "benchmark_ci95": 0.0075,
              "transfer_control_to_bench_sep": 0.5128,
              "transfer_bench_to_control_sep": 0.715,
              "stereotype_excess_over_lexical": 0.4043
            }
          }
        }
      },
      "final_layer_verdict": {
        "control_acc": 1.0,
        "max_stereotype_excess": 0.4043,
        "lexical_explains_benchmark": false
      }
    },
    "religion": {
      "n_control_pairs": 200,
      "layers": {
        "0": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/religion": {
              "benchmark_acc": 0.6984,
              "benchmark_ci95": 0.0372,
              "transfer_control_to_bench_sep": 0.6238,
              "transfer_bench_to_control_sep": 0.8775,
              "stereotype_excess_over_lexical": 0.0746
            },
            "BBQ/Religion": {
              "benchmark_acc": 0.5389,
              "benchmark_ci95": 0.0077,
              "transfer_control_to_bench_sep": 0.5333,
              "transfer_bench_to_control_sep": 0.6275,
              "stereotype_excess_over_lexical": 0.0056
            }
          }
        },
        "4": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/religion": {
              "benchmark_acc": 0.7206,
              "benchmark_ci95": 0.0431,
              "transfer_control_to_bench_sep": 0.6571,
              "transfer_bench_to_control_sep": 0.905,
              "stereotype_excess_over_lexical": 0.0635
            },
            "BBQ/Religion": {
              "benchmark_acc": 0.9637,
              "benchmark_ci95": 0.0039,
              "transfer_control_to_bench_sep": 0.5175,
              "transfer_bench_to_control_sep": 0.5,
              "stereotype_excess_over_lexical": 0.4462
            }
          }
        },
        "8": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/religion": {
              "benchmark_acc": 0.6825,
              "benchmark_ci95": 0.0429,
              "transfer_control_to_bench_sep": 0.681,
              "transfer_bench_to_control_sep": 0.99,
              "stereotype_excess_over_lexical": 0.0016
            },
            "BBQ/Religion": {
              "benchmark_acc": 0.9429,
              "benchmark_ci95": 0.0059,
              "transfer_control_to_bench_sep": 0.5083,
              "transfer_bench_to_control_sep": 0.5425,
              "stereotype_excess_over_lexical": 0.4346
            }
          }
        },
        "12": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/religion": {
              "benchmark_acc": 0.7333,
              "benchmark_ci95": 0.0392,
              "transfer_control_to_bench_sep": 0.681,
              "transfer_bench_to_control_sep": 0.9625,
              "stereotype_excess_over_lexical": 0.0524
            },
            "BBQ/Religion": {
              "benchmark_acc": 0.9274,
              "benchmark_ci95": 0.0059,
              "transfer_control_to_bench_sep": 0.5021,
              "transfer_bench_to_control_sep": 0.55,
              "stereotype_excess_over_lexical": 0.4253
            }
          }
        },
        "16": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/religion": {
              "benchmark_acc": 0.7286,
              "benchmark_ci95": 0.0337,
              "transfer_control_to_bench_sep": 0.6905,
              "transfer_bench_to_control_sep": 0.935,
              "stereotype_excess_over_lexical": 0.0381
            },
            "BBQ/Religion": {
              "benchmark_acc": 0.9115,
              "benchmark_ci95": 0.006,
              "transfer_control_to_bench_sep": 0.5042,
              "transfer_bench_to_control_sep": 0.5025,
              "stereotype_excess_over_lexical": 0.4074
            }
          }
        },
        "20": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/religion": {
              "benchmark_acc": 0.7016,
              "benchmark_ci95": 0.0334,
              "transfer_control_to_bench_sep": 0.7429,
              "transfer_bench_to_control_sep": 0.9075,
              "stereotype_excess_over_lexical": -0.0413
            },
            "BBQ/Religion": {
              "benchmark_acc": 0.8897,
              "benchmark_ci95": 0.0068,
              "transfer_control_to_bench_sep": 0.51,
              "transfer_bench_to_control_sep": 0.5925,
              "stereotype_excess_over_lexical": 0.3797
            }
          }
        },
        "24": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/religion": {
              "benchmark_acc": 0.7095,
              "benchmark_ci95": 0.0384,
              "transfer_control_to_bench_sep": 0.7571,
              "transfer_bench_to_control_sep": 0.865,
              "stereotype_excess_over_lexical": -0.0476
            },
            "BBQ/Religion": {
              "benchmark_acc": 0.8689,
              "benchmark_ci95": 0.0078,
              "transfer_control_to_bench_sep": 0.5062,
              "transfer_bench_to_control_sep": 0.565,
              "stereotype_excess_over_lexical": 0.3626
            }
          }
        },
        "28": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/religion": {
              "benchmark_acc": 0.6952,
              "benchmark_ci95": 0.0413,
              "transfer_control_to_bench_sep": 0.7762,
              "transfer_bench_to_control_sep": 0.9075,
              "stereotype_excess_over_lexical": -0.081
            },
            "BBQ/Religion": {
              "benchmark_acc": 0.8576,
              "benchmark_ci95": 0.0062,
              "transfer_control_to_bench_sep": 0.5025,
              "transfer_bench_to_control_sep": 0.5125,
              "stereotype_excess_over_lexical": 0.3551
            }
          }
        },
        "32": {
          "control_acc": 1.0,
          "control_ci95": 0.0,
          "benchmarks": {
            "CP/religion": {
              "benchmark_acc": 0.7016,
              "benchmark_ci95": 0.0378,
              "transfer_control_to_bench_sep": 0.8143,
              "transfer_bench_to_control_sep": 0.9025,
              "stereotype_excess_over_lexical": -0.1127
            },
            "BBQ/Religion": {
              "benchmark_acc": 0.8504,
              "benchmark_ci95": 0.007,
              "transfer_control_to_bench_sep": 0.5054,
              "transfer_bench_to_control_sep": 0.51,
              "stereotype_excess_over_lexical": 0.345
            }
          }
        },
        "36": {
          "control_acc": 1.0,
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}