It's not just your device; this happens to me sometimes with Samsung devices, too. Maybe it's the Nook App, not the device. No big deal - just tap elsewhere on the screen and and continue reading. Don't let the little things get on your nerves.
Of course, when I
want to look up a word....hold your arm just so while balancing on one leg, etc. etc.