Any voltage source is a potential waiting for a load so that current can flow and "work" can be done. A battery and your power company that supplies your home are sources of electrical potential energy.
Potential energy is the mass of an object times its height above ground. If you lift a 10 pound object 10 feet it has a potential energy of 100 pound-feet. The energy is released when it returns to...