Stylus can't "disappear" styles. It's either a bug in the browser or your user profile is damaged. Also make sure you're not using "smart" apps like CCleaner which may delete the style storage.

P.S. If you've switched Firefox into a permanent private mode, Firefox erases the previously used style storage, it's a known bug in Firefox. Might be fixed in Nightly, though.