Assuming that the turbulence consists of a series of up- and
down-drafts, each bump creates a change in the angle of attack, which
would change the airspeed reading. However, I'd expect it to go both
up and down, not just up unless the bumps were generally in the same
direction. They could be unidirectional if you were flying just above
or below a boundary layer, which often occurs in the midwest.