I purged Zeitgeist, but then got nervous and reinstalled it. Even so, I can no longer log in to Ubuntu. Trying just brings me back to the log in screen.
(edit) I solved the problem by logging in from the command line (Ctrl+Alt+F1) and running
sudo apt-get install ubuntu-desktop --fix-missing