Typical mass market eggs are unfertilized, but eggs from smaller scale or hobby farms are usually fertilized. On a small scale, it’s easier to keep the hens safe from wildlife with a rooster around, but on a large scale they’re just a waste of feed. If you’re curious, fertilized eggs have a tiny red dot in the egg white.
None of the police actually ate Afroman’s lemon pound cake, just one stared longingly at it for an awkwardly long amount of time, lol. Let’s not muddy the waters by accusing those police of something they didn’t do, and focus on the blatantly provable (lack of real probable cause, intentionally sabotaging his cameras) and the alleged but highly plausible (“miscounting” some of his cash into their own pockets).