Not sure about pausing for hours. However, there is a problem with the hosted version of Plex Web (app.plex.tv) and the current version of Plex Desktop causing playback errors.
See this thread for a workaround (rollback to prior version of Plex Desktop): Plex webUI Playback Error on refresh - #58 by Atomatth
