In the modern digital economy, social media and cryptocurrency have become enmeshed subjects. Sites such as Twitter (X), Reddit, TikTok, Instagram, and YouTube are no longer merely tools for entertaining or mindless participation. They have become sophisticated platforms where communities exchange ideas, construct narratives, and influence markets. In the cryptocurrency realm, where prices are determined not by technicality but also by sentiment and perception, the viral trend effect has emerged most importantly. In contrast to traditional markets that highly rely on corporate performance or regulatory news, the crypto market reacts mostly to viral cultural events that go viral on social media.