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This paper proposes Parametric Social Identity Injection (PSII), a framework that injects parametric representations of demographic attributes into LLM hidden states to improve diversity in public opinion simulation. Experiments on the World Values Survey show it reduces KL divergence and enhances diversity compared to prompt-based methods.