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This paper presents TA-RAG, a prompt-based framework that adds explicit tone control to retrieval-augmented generation for sensitive health communication, such as HIV peer support, without requiring fine-tuning. It evaluates components like stigma-free rewriting, readability, recipient adaptation, and empathy rephrasing.