I don't think reclining is that great for your shoulders / neck since it encourages your shoulders to slump forward and you will be likely to hold your head forward in order to see your monitor properly.
I tried the recliner-desk for a while myself. After a couple months the behavior you described started to take its toll as well. I traded one pain for another.