A study investigates whether large language model (LLM) agents act according to their stated reasoning, using a Texas Poker simulator to analyze discrepancies between reasoning and actions. The findings reveal a 'faithfulness gap' where reasoning and actions diverge, raising concerns about LLM reliability in social simulations.