This article estimates the spatial positioning of political elites and participants in the Cultural Revolution through analyzing expressed political views in propaganda manifesto in China. Prior theoretical research indicates that political elites and the Red Guards lost control of the social movement, and it evolved into sheer verbal violence and physical skirmishes across all provinces in the end (MacFarquhar and Schoenhals 2006; Walder 2009; Wang 1995). We show that in this political chaos, the Red Guards were conflicted internally and bi-polarizedly divided, attacking each other in self-printed propaganda, such as big-character posters (大字报 dazibao), tabloids (小报 xiao bao), and so on. Particularly, this paper analyzes the texts in the collection of these prints archived in Chinese Cultural Revolution Database. In this paper, we combine TextRank algorithm to extract key Chinese phrases, and the Poisson scaling model (Wordfish) as in Slapin and Proksch (2008) and Proksch and Slapin (2009) to estimate the differences of spatial positions using the extracted textual data covering the revolution. Results empirically extrapolate the inability of political elites to control mass movements, in alignment with the literature.