I came across a very interesting article on horse behavior:
Horses Never Forget Human Friends. I recommend you also read it.
"From our results, it appears that horses are no different than humans (in terms of positive reinforcement teachings)," according to the researchers. "They behave, learn and memorize better when learning is associated with a positive situation."