绝 "to cut off" +
情 "feelings / affection" — to sever emotional ties. Used overwhelmingly about romantic relationships and family ruptures, not strangers. Carries an accusatory tone: you say someone
绝情 when they hurt you by acting cold. Compare
无情 (wúqíng, unfeeling, more general).