The 'bitch I might be' meme originated from a photoshopped image of rapper Gucci Mane in a court setting, where a humorous remark was attributed to him. The phrase quickly went viral across platforms like Reddit and Tumblr, signifying ambiguity and defiance, often used in a playful and sarcastic context.