First, let's talk about gravitational potential...

For the sake of simplicity, we can think of both gravitational and electric potential energy as an opposing force which is stored... As for gravitational potential energy, we can imagine that when we hold a ball in space, which is blocking gravity, at that point in space, there is potential energy due to gravity, as for gravity that is it...

Now, Electric potential, of course, is similar to gravitational...