Even more than the compound words I really like the kanji that have basically pure pictograph meanings, like mountain pass being “mountain up down” 峠.

Side note my favorite mnemonic is for the word (hospital) patient, where a person (者) ate too much meat on a stick, and now the problem is in their heart 串 + 心 --> 患者