I too suffered when I bought a new bike. Surfing these forums helped. Here's what I learned:
Pull your elbows in and don't lock your elbows. If you are, maybe your stem is lower, or longer than it needs to be for you. In any event, avoid the vulture look, elbows wide, head down, shoulders up.