This study examines the evolution of national entrepreneurial culture through media language analysis. Using machine learning on 690,088 U.S. newspaper articles (1996–2016), findings reveal a growing positivity bias toward entrepreneurship, influencing venture creation but limiting growth. The study contributes to entrepreneurial culture research and future methodological advancements.