The sport that features a "penalty box" is ice hockey. This designated area is used for players who have been assessed a penalty for various infractions during the game, such as tripping or high-sticking. When a player is in the penalty box, their team plays short-handed, giving the opposing team a potential advantage. The penalty box is crucial in maintaining fair play and discipline within the sport.