Although it might be a bit clunky for your use, the
purplenumbers plugin adds annotations per paragraph as links to separate pages.
Ideally you would want to show and edit those annotations on the same page in some kind of tooltips/lightboxes and they would be written to different pages in the background without the user noticing that. But that's not how it works yet, at the moment you would go to different pages.