Because thump is a great way to desribe anything!

I have a 2004 Grand Prix GTP

Very inconsistent, but generally happens upon acceleration from a complete stop or when coming to a complete stop (rare)
DOES NOT do it if my wheels are turned and I accelerate from a complete stop.

Any ideas on what I should check?