Tony,
I fall victim to the same thing. Since we both are golfers we use analogies and visuals to work on our golf swings. My only thought on this one is to visualize your right forearm and upper arm as a screen door and after anchoring think "Close the screen door" which will rotate the elbow towards your backside and engage your back.
It makes a huge difference in my release too. Maybe it will work for you.