I was using WorkRave to prompt me to take breaks. Paradoxically, this made things worse as I was getting more stressed about getting back to getting stuff done during the break. The key is to internalize and accept that you need to take breaks, and to relax during them.

Edit: particularly #14 in computer_desk_stretches.pdf