Electric potential energy is the energy a charged particle possesses due to its position in an electric field, and it is a scalar quantity that depends on the charge of the particle and the electric potential at that point. This energy can be transformed into kinetic energy as the particle moves within the field, illustrating the conservation of energy principle in electromagnetism.