Hello Flutter,
You'll want to try a sulfate-free base like SFIC or Stephensons. If you went to Hobby Lobby, did you get the Life of the Party clear soap base? If so, here are the ingredients:
Aqua [Water], Propylene Glycol, Sodium Stearate, Glycerine, Sucrose, Sodium Laurate, Sorbitol, Sodium...