Anything you do to any gun (of any kind) will change the POA/POI. Theoretically by just touching the sighting device with a feather would off your sights, even if just slightly.
Moving the scope forwards should move your close zero (before pellet drops usually like 10-15 yards for a 50 yard zero) further, thus making the pellet hit lower at close range.
Moving the scope forward will move your long zero closer (shooting high at the same distance).