I have something more to add.

Did all the pictures in the Headmaster's room get there after they died?

Dumbledore's picture wasn't there after he was sacked .. only after he died.

So another question follows:

Will the Umbridge hag's picture be there after she dies?
I sure hope my theory on - only the pictures of those occupying the room - is correct.