The "Troy Bringing Pizza" meme is used to express the feeling of optimism or confidence when entering a situation, only to be met with unexpected chaos or disaster. It captures the contrast between the expectation of a calm or celebratory environment and the reality of a complete mess, often highlighting the absurdity of the moment.