Bug? Notification Counter is not reset

I have a little yellow "1" over my profile picture in the upper right corner to indicate that I have 1 new notification.

My expectation would be that once I read that notification, it should go away!

However it does not! :-(

Is this a bug, or do I have to actively mark something as read? (if so, how do I do that?)

Best

Joachim