克制 is often used reflexively with 自己. It emphasizes willpower and self-discipline. Compare with 控制 which is broader (control anything), while 克制 specifically implies overcoming an urge.
grammar
克制住 adds the resultative complement 住 to indicate successfully restraining something.
