I've also got 10.2.1 (click on your user name at upper left in web version, see drop down). Oh, I see that the toolbar appears once I click inside a note - so it thinks I'm about to edit it. Why don't they just leave the freakin' toolbar there all the time?
It's time to try transferring all notes to OneNote.