Timeline adds additional information to the event labels.

Opportunities
The generic "Opportunity" is replace with "Stage - Name Total" from the opportunity record



Activities
The generic "Activity Type" is replace with "Custom activity type - regarding" from the opportunity record



Histories
The generic "Opportunity" is replace with "Stage - Name Total" from the opportunity record