:'D I don't believe that college students of that age know enough to cheer when they get a professor they know is good at teaching if they didn't already like her.

The fact that they made noise implies that they don't think of you as one of those good-but-unreasonably-scary profs, so it has to be that they both like you and like the way you teach.