Sometimes. They might be able to identify which aspect of the music they don't like, but I don't know if they are able to explain "why" they don't like it. But I feel the same is true on the positive side. Maybe it's worth trying to figure out what part of the music people like ("John Denver has a great voice"), rather than some nebulous reason why they like it.