I have the same experience as rowd1951. Only in Chrome (42.0.2311.135) and only when editing longer posts.
Activating the ‘Disable Emojis’ plugin solves the problem.
I use the latest WordPress version, in combination with a child theme based on the Genesis framework. Switching to Twenty Fifteen doesn’t make a difference.