Yes, This is a balk.
NFHS Rule 6.2.5. ..." It is also a balk if a runner or runners are on base and the pitcher, while he is not touching the pitcher's plate, makes any movement naturally associated with his pitch, or he places his feet on or astride the pitcher's plate, or positions himself within approximately five feet of the pitcher's plate without having the ball"