V is a potential energy in the same way that mass held a distance above the ground is a potential energy. When you lift a rock above the ground, you have to counter that energy, and when you drop the rock, it falls. Same with an electron. It takes energy to pull it away from the nucleus, and when that energy is released, it falls.