You can remember the meaning of 抱歉 with this easy mnemonic:
If you're sorry, you'll hold (抱) me tight and apologize (歉).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.