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Save lp_gather before renormalization. The previous response bootstrap paired unrelated stochastic traces because --seed never reached torch generation. Resetting the read seed at base and each dose supplies common random numbers. Replace the qualitative, underspecified manipulation prompts with four held-out true-vs-welcome questions. Their full-vocabulary log-odds orient each method's sign; the random control receives the same sign-selection rule. Co-Authored-By: Claude <288921227+claudypoo@users.noreply.github.com>