I've been using FF 31 on a Windows 7 machine for a week or so with no problem. I just now fired it up on my personal Windows 8 machine (Surface Pro) and it worked fine there as well.
When we've seen the issue of looping back to the log on screen, sometimes it's an issue with the cache and cookies. Have you tried clearing them and re-trying?