The muscles on the front of the thighs are called the quadriceps. They consist of the vastus medialis, vastus intermedius, rectus femoris and vastus lateralis. Each of these muscles get built up whenever you extend your knee. During running, this takes place when your lower legs move from a bent to straight position.