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    1. These representations track the operative emotion concept at a given token position in a conversation, activating in accordance with that emotion's relevance to processing the present context and predicting upcoming text.

      「在特定 token 位置追踪当前生效的情绪概念」——这句话揭示了一个深刻洞见:情绪不是持续状态,而是逐词涌现的动态标注。这与人类神经科学中「情绪是对当前感知的实时评估」高度吻合,暗示 LLM 在没有神经元的情况下,重演了大脑皮层处理情绪的某种计算逻辑。