Question

when we reverse the dipole the potential energy at a point comes out to be negative why ?​

Answer 1

Explanation:

The state where the dipole is pointing in the same direction as the electric is lower than that where the two vectors are anti-parallel, so you want the θ=0∘ state to be lower than the θ=180∘ state. So you insert the negative sign to enforce that