Mocked as "Disastrous," Viral Film Niu Lai Actually Sparked Global Joy, Montclair Study Finds

Study finds joy dominated social media conversations surrounding viral Chinese film Niu Lai, generating more than 26 million impressions; online reaction mixed memetic mockery with an underdog appreciation.

A new study from Montclair State University researchers in the Joetta Di Bella and Fred C. Sautter III Center for Strategic Communication in the College of Communication and Media reveals that social media sentiment surrounding the Chinese animated film Niu Lai was dramatically more joyful than expected, despite the film’s widely mocked animation quality. Analysis of more than 26,000 posts shows that 62% of conversations expressed joy, even though early reactions labeled the film “rough,” “disastrous,” and “bad in every aspect imaginable.” As the study notes, “Among approximately 26,000 posts, 62% of posts were associated with joy.”

This finding stands in stark contrast to the film’s initial reputation and highlights a growing gap between traditional quality expectations and the emotional dynamics of viral online culture. Contributing factors to the surge in joyful sentiment include participatory creativity, global meme-sharing, and widespread celebration of the film’s “hand-crafted” imperfections. Results were based on analysis of Brandwatch and Tweet Binder data collected from August 14–18, 2026, the period during which Niu Lai rapidly escalated from obscurity to global Internet sensation.

Highlights from the study include:

• Joy was the dominant emotion surrounding Niu Lai, accounting for 62% of posts, despite widespread mockery of its animation, from Brandwatch analysis
• Tweet Binder sentiment analysis showed 52% more positive sentiment than negative sentiment
• Niu Lai-related content generated more than 26 million impressions on X, demonstrating substantial online visibility and engagement
• Conversation volume surged 1590% during the study period
• The film’s viral spread was fueled by memes, handdrawn posters, spoof videos, and global “inside joke” participation
• Social media users reframed the film as a symbol of human creativity and authenticity in an AI-saturated media environment

The film’s substantial online visibility and explosive conversation growth further illustrate a striking paradox between early negative commentary and the overwhelmingly joyful engagement documented across platforms. As the study explains, “What started as mockery thus evolved into a form of collective entertainment, in which thefilm’s perceived flaws became part of the pleasure of watching, sharing, and discussing it.”

Lead author Dr. Yi Luo, professor of communication at Montclair State University, emphasized the importance of understanding how digital publics reinterpret media artifacts: “This data suggests that social media users should be cautious about assuming that potential negative perceptions of content truly reflect broader audience sentiment. In the case of Niu Lai, mockery didn’t suppress engagement… it fueled a global wave of joy, creativity, and participation.”

Study co-author Dr. Bond Benton, professor of communication at Montclair State University, added, “In an era where corporate media and AI ‘creativity’ are being rejected by more and more people, virality may be even more important than quality, in many cases.”

“The story of Niu LaI is not just about a film going viral. It is about how audiences turned its imperfections into memes, home-made posters, jokes, and shared experiences, transforming a widely mocked film into a collective celebration,” noted Dr. Jin-A Choi, an associate professor at Montclair State University and director of data analytics for the Center for Strategic Communication.