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"Guilty" seems like the wrong word. Calling something like exercise a "guilty displeasure" just doesn't seem right

It's much more simply stated as: "displeasure"

No. The author doesn't like pop music, but that's not a guilty displeasure, because he doesn't think he should like it.

Right. It's not "guilty" at all