I can't remember, was it ever mentionned what the teacher did or tried to do to Cirrus?

It wasn't directly stated in the story, but my guess is that the teacher tried to molest/take advantage of him.

The teacher tried to molest/sexually harass Cirrus. Fortunately Cirrus got away and after that “incident” avoided the teacher as if he were a plague.