An LLM-native five-factor psychometric instrument produces stable self-report structure but fails to predict observed behavior, and reveals a shared textual-surface bias between self-report and LLM judges that human raters do not share.
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In real human subjects, AI transparency impacts imperfectly cooperative interactions far more than personality traits, unlike simulations where both are comparably influential.
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