(Assuming that the nose gear swings up towards the rear of the plane)
With the gear down the weight of the nose wheel is closer to the front. With it retracted, it moves the weight towards the rear. Thus the gear up is a more tail-heavy configuration than with the gear down.
Therefore the plane will only get "less tail-heavy" with the gear down.