You can remember the meaning of 嫌犯 with this easy mnemonic:
The criminal suspect dislikes (嫌) the fact that we keep referring to him as the offender (犯).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.