Does your museum have a 
on it?
If so you need to open the museum, scroll to find the hero ( The excellent Museum - Master List by @Ventress may help you find him / her / it. ), tap the icon (which should be full-colour and also have an in the top right corner) and receive the gems.
Good Luck.