I don't know about riding specifically, but when I was a teenager I did a lot of martial arts and my muscles were almost always sore. So I think being sore like that would be a fact of life for an atheletic person.
However, I do worry a little sometimes that nowadays (in my 30s) I could hurt myself by continuing to ride when sore. It's a good question.