Imagine if someone (or more specifically, a cop) were to witness you leaving the scene of a crime with a firearm. Even if it were hidden, a cop would be able to search you. Someone like Bobby, whose fingerprints were apparently not on record, could get away without keeping the murder weapon. Obviously, there are instances and circumstances where disposing of the weapons later is feasible, but in your example, dropping it at the scene was probably the best option.