So, ever since being a teenager I remember people talking about how working out (running, swimming, working out) made them feel better afterwards and how they would even miss that feeling if they had to skip their routine one or other day. Later I read and was told that working out releases endorphins, which are supposed to be the chemical that gives this feeling.

However, I have very rarely experienced this feeling and for me working out is more of a chore, one I'm particularly not very good at.

So I got to wondering, is it possible that the reason I don't get that after workout high is because of my depression? 
No, I don't think I am depressed, I know I am and I am undergoing treatment with therapy and antidepressants.
Would this mean that as/if my medication starts working, I would be able to feel that and maybe have an easier time working out or doing physical activity in general?