Yes, I agree with Paul and Jude, too. Several times, I've used weep instead of cry because cry just doesn't seem 'big' enough a word to describe a deep emotional response. Not weighty enough.
So, yes, I'd say I probably use weep instead of cry in the circumstances they describe, also.
LabRat