Riley discusses the anthropomorphic language often used when describing LLMs, emphasizing that while such terminology is common and sometimes helpful, it doesn't imply sentience or human-like thinking. He advocates for employing multiple mental models to interpret LLM behavior, depending on whether the focus is on pre-trained data distributions or fine-tuning processes.