大语言模型用「共享几何」表示和变换概念：团云而不是单向量空间

大语言模型用「共享几何」表示和变换概念手把手的具体实现讲解，一、场景设定（让所有抽象概念落地）假设我们要复现论文的核心实验。我们选：概念词表：W = ["apple", "chair", "freedom", "justice", "carpet", "hope", ...]（论文用了 40 个词）上下文模板：6 种τ₀（中性）："Thinking of the following concept: {w}."τ₁（类别）："Thinking of the conceptual category of {w}."τ₂（感知）："Thinking of the sensory and perceptual properties of {w}."τ₃（场景）："Thinking of a typical situation involving {w}."