This study investigates the effect of personality-aware fine-tuning on LLMs for social simulation. Researchers fine-tuned two LLMs using a corpus of personality-labelled social media posts and dialogues, but found that fine-tuning did not improve role-playing abilities. The study suggests that the quality and domain alignment of training data are crucial for accurate personality role-playing.