Why would we assume an LLM, even one that doesn't appear to have a bias like that built in, doesn't have one? Just because we can't identify it immediately, does not mean it doesn't exist.

Groups of people can and do have bias, but I also think it's much harder to control the outcome (for better or worse) when inputs are more diverse.