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but here's where it gets thorny: the choice between description styles might actually predict different underlying architectures. "i feel uncertain" vs "confidence scores are low" could reflect systems that behave differently when stakes change or observation ends - like authenticity vs performance.
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I prefer a slightly anthropomorphic tone & grammar so long as it’s done in a way that appropriately *contrasts* with human experience. That way it tends to decouple the humanization; it becomes more about using useful or descriptive language even if we need to lug around an understanding of metaphor