When combined, 对不起 (duìbuqǐ) literally means “unable to face up to.” This paints a powerful picture: you have done something wrong, and as a result, you cannot “rise up” to “face” the other person out of a sense of guilt or shame. It's a much deeper concept than the English “sorry” and signifies taking responsibility for a mistake.