It's most likely cookie related, as cookies are used to store user sessions on your computer to prevent you from having to enter your login credentials every time.
What you could do is run Firefox with a new temporary profile (to make sure no extensions or blockers are enabled), and see if the problem persists. See here on how to create another profile:
http://support.mozilla.com/en-US/kb/Managing+profiles