Stored energy is known as

I don't believe there is a special Word for stored energy, I would just call it that, "stored energy".

Energy of position is called potential energy. For example, if you lift a weight against the force of gravitation, the energy you transfer to the object is stored as gravitational potential energy. At a higher position, it has more of this energy than when it is at a low position.