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This paper investigates the internal mechanisms of LLM-as-a-judge, finding a shared Latent Evaluator sub-graph in mid-to-late MLPs across models that handles abstract judging, while format-specific terminal branches map the judgment to output tokens, revealing the cause of format-induced inconsistency.