Potential difference refers to the work done to move a charge from one point to another, specifically the energy required based on the distance traveled in an electric field. It is not solely about the amount of work needed but also how the energy changes with displacement, similar to gravitational potential energy. The discussion draws parallels between electrical and gravitational potential differences, emphasizing that the energy associated with a charge depends on its position in the field. The concept highlights that potential difference is about the likelihood and energy associated with moving a charge, not just the work done. Understanding potential difference is crucial for grasping how electrical energy operates in circuits and fields.