Players prefer certain numbers in games like roulette due to personal superstitions, cultural significance, and psychological factors. Favored numbers may have emotional meaning, such as birthdates, or players may believe in patterns, even though the game is based on chance. These preferences are driven by a desire for control and comfort, even though they don't affect the odds of the game.