Like poles repel while unlike poles attract due to the fundamental nature of electromagnetic forces. The interaction of electric and magnetic fields leads to energy changes when fields overlap, with the total energy being higher when like poles are together. This increase in energy when like poles are combined results in a repulsive force. Conversely, unlike poles cancel each other's fields, reducing energy and creating an attractive force. Overall, systems tend to move towards configurations that minimize energy, aligning with the principles of thermal equilibrium.