Chill the eggs immediately to stop the cooking process. Drain the hot water from the pan gently, or remove the eggs from the pan with a slotted spoon. Place the eggs under cold running water, or in a bowl of ice water to bring the temperature down quickly. Leave them in the water for about five minutes to bring the temperature down.