When finding impedance of an RC circuit, why do you multiply with -j and not j?
Based of my limited understanding of the complex plane and rotation, multiplying by j would rotate the reactance 90 degrees clockwise


This is incorrect. When measuring angles a positive angle is counterclockwise, not clockwise. This is the case in basic trigonometry/geometry as well. 

In an RL circuit you would multiply by j.