Uninstalled the .Net frameworks and reinstalled them and everything works again! BTW, tried reinstalling VS and that had no effect, don't waste your time.
However, very shortly after this I ran into this problem: Error Reading Resource File for any WPF Project in VS2012
However, it worked briefly before the problem started, so I'm not sure if this solution had anything to do with the new problem or not. Just be aware.