is potential energy mgh, negative when a particle is displaced against gravity?
No potential energy is not negative when you displace particle against gravitation.
Take help of vectors for understanding this,
Now if you are displacing particle against gravity that means you are taking particle in upward direction while the direction of g is in downward. So the dot product will give positive value equal to mgh.