The error I was experiencing was due to limiting movement along axes for the elbow and wrist joint (so that they couldn't go in directions the real items can't). Once I freed up each joint to rotate in all axes, I was able to set the orient constraint on the joints. However, the IK prevented it from having any effect.

How do people with IK do this sort of thing?