The best thing without a screenshot I can suggest is to make sure your CoM is as low as you can get it. Adding a set of 3 or 4 fins to the bottom that are slightly angled create the best spin-stabilization I've come across. If you hold Shift+W or Shift+S to move the fins just once, that'll be your best bet. Hope this helps.
Edit: If one set of fins at the bottom doesn't work, you can try adding a set of fins for each stage angled the same way.