You can remember the meaning of 脾气 with this easy mnemonic:
His bad character and horrible temper causes his spleen (脾) to bloat and his body to fill up with air (气) and gas all the time.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.