A Polar Air Mass is a large body of air that originates over high-latitude regions, characterized by its cold temperatures and low moisture content. It significantly influences weather patterns by bringing cooler temperatures and, depending on its path over land or sea, can lead to dry or wet conditions in the areas it moves into.