Unless I'm missing something completely obvious, why is pitch stability referred to as longitudinal stability while pitch is on the lateral axis?
Think rotation. About which axis is the movement (pitch/roll/yaw) rotating? It may also be helpful to think in terms of moments and arms or levers and fulcrums.