TDD. I have quite complex coding exercise, do I test private methods if they are very complex?

TDD. I have quite complex coding exercise, do I test private methods if they are very complex?

So my class only exposes one public method, but contains few very complex methods, which should be tested I think?

there is doubt: do I test them or not?