CallerDetails shows contact details saved against a contact such as organization email address note etc in a toast message whenever there is an incoming call. If you have not set these fields for a contact toast will not be shown.
In order to add contact details go to mobile Contacts and add contact fields such as Organization Nickname Email etc.
Screenshots:
Sarfraz Ahmed's Blog 