That what I imagined as I was reading, the act of breathing and pushing blood around the body just becomes easier when you are fit. (requires less energy)
Your nervous system also becomes more efficient at zapping the right muscles at the right time. The effect of this can be pretty dramatic too. Even a slightly out of sync orchestra just sounds wrong.