自负 has two distinct meanings depending on context: as an adjective it means 'conceited/arrogant'; in the phrase 后果自负 it means 'bear responsibility oneself'. The arrogant meaning is far more common in daily speech.
memory
自 (self) + 负 (carry/bear) = someone who carries only themselves, i.e., too full of themselves.
