You have a yellow discharge or she has a yellow discharge?

If you have a yellow discharge, then I suggest you try another forum geared toward men's health.

If she has yellow discharge, then its likely an infection. You don't need to have any sexual partners to get an infection so the fact that you are both virgins doesn't matter. She needs to speak with a doctor so she can take some antibiotics.