It's all to do with the aft movement of the Centre of Pressure with increasing M. That is why Concorde shifted fuel into an aft trim tank, so that the C of G would keep pace with the movement of the C of P.
Draw a simple Lift / Weight Thrust / Drag vector diagram, then move the Lift vector aft, and you will see a resultant nose-down pitch.