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This paper demonstrates that a small post-transformer adapter (786K parameters) can correct suppressed log-probabilities in alignment-tuned language models, particularly on politically sensitive topics. The adapter shows 31-39% generalization to held-out facts across Qwen3 models while maintaining coherent generation when applied at the final prediction position.