Creating a language for the virtual machine of another language: compile to that language or compile to the byte code?

I want to create a language - I'll call it A. I want my language to work on language B's virtual machine.

Would it be a better choice to compile language A to language B and then have language B's compiler compile it to language B's byte code? Or, would it be better to just compile language A to language B's byte code?