{ "n_concepts": 7, "selected_feature_pooling": "prompt-wide max SAE activation across non-padding prompt tokens", "dense_probe_pooling": "final prompt token residual", "primary_causal_position_policy": "max_feature_activation", "causal_statistical_unit": "causal task; ablation and amplification are averaged within task before paired inference", "median_selected_feature_resample_support": 1.0, "final_token_feature_coverage": 0.2857142857142857, "max_active_feature_coverage": 0.8214285714285714, "final_token_target_specificity_ratio": 1.5178361142081527, "max_active_target_specificity_ratio": 2.3344608571122225, "final_token_target_paired_advantage": 0.002584017114713789, "max_active_target_paired_advantage": 0.023669610804063268, "final_token_target_paired_ci_95": [ -0.0005554523851190289, 0.006223834152167133 ], "max_active_target_paired_ci_95": [ 0.006155622166625111, 0.04787022493006328 ], "final_token_target_sign_flip_pvalue": 0.171875, "max_active_target_sign_flip_pvalue": 9.99950002499875e-05, "most_predictive_concept": { "concept": "german_language", "heldout_auroc": 1.0 }, "highest_max_active_target_specificity": { "concept": "uncertainty", "ratio": 5.5052321815575915 }, "highest_max_active_js_specificity": { "concept": "uncertainty", "ratio": 6.015626813896881 }, "correlations": { "heldout_auroc_vs_max_active_target_specificity": { "rho": -0.18531232916527532, "pvalue": 0.6907777961916857, "n": 7 }, "heldout_auroc_vs_max_active_js_specificity": { "rho": -0.14824986333222023, "pvalue": 0.7510797526579065, "n": 7 }, "heldout_f1_vs_max_active_target_specificity": { "rho": 0.21821789023599242, "pvalue": 0.638298871640929, "n": 7 }, "candidate_resample_support_vs_max_active_target_specificity": { "rho": NaN, "pvalue": NaN, "n": 7 } }, "guardrail": "Max-active causal positions are selected from SAE activation only, never from behavioral outcome. Cross-concept Spearman correlations are descriptive because the study contains seven concepts." }