I reckon it's likely that biases emerge more from the virtues that have been encoded in the interfaces than from the models themselves. So any identified political slant isn't very interesting IMHO. ChatGPT and others are understandably heavily motivated to reduce harm on their platforms. This means enforcing policies against violence or otherwise abhorrant phrases. Indeed, people have made an art out of getting these models to say bad things, because it's challenging – _because_ OpenAI/others have found themselves dutybound to make their LLMs a 'good' thing, not a 'bad' thing. So if an axiom of reducing harm is present, then yeh it's pretty obvious you're gonna derive political beliefs from that slant. Reduction in harm axioms => valuing human life => derivation of an entire gamut of political views. It's unavoidable.