There is an interesting on-going research https://dnhkng.github.io/posts/sapir-whorf/ that shows LLMs think in a language-agnostic way. (It will probably get posted to HN after it is finished.)
I would expect that. But I’d also expect the pattern of their thoughts to look more varied in structure like C or German, and less like totally uniform s-expressions.