Drama Queen – This person, female or male, usually will draw attention to themselves by noticeably complaining about their current pitiable state. The martyr is a role they often try to play. In addition to changing the tenor of your party, they can be generally annoying.
What else you might try – These are terrible guests, and a significant show of rudeness might be necessary when admonishing them not to exhibit this behavior at your party.