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This paper investigates the use of LLMs to generate multimodal behaviors (verbal, vocal, gestural, facial) for trust calibration in socially interactive agents. The study finds that while LLMs can produce coherent behaviors aligned with intended trustworthiness traits, they also reproduce societal gender stereotypes.