As a lover of Emoji and deep learning, this is awesome. Are you planning to support unicode 9.0 sometime soon (I know it isn't even technically out)?
Unfortunately in the app we can't give you emoji that your phone doesn't support so we don't always show all the results.
So there's a good chance we could get it to work! We've not focused on that possibility… yet.