Sorry for leaving without saying goodbye last time.
Tips
usage
不辞而别 implies rudeness or mystery — it's either a social offense (you should have said goodbye) or a dramatic/suspicious disappearance. It's very common in novels and TV dramas for plot twists: the character who 不辞而别 always has a hidden reason.