This paper investigates noncommercial slogans, one prevalent type of linguistic signs in China, examining the stances and identities emerging from these signs, and the relevant contexts from which they emerge. Du Bois’ stance triangle model is adapted and employed in the case study of Zhengzhou urban–rural slogans, combining qualitative and quantitative methods via BFSU Qualitative Coder 1.2. Results show a higher proportion of evaluative and alignment stances than positioning stance, including affective and epistemic stances, in both urban and rural areas. A notable distinction lies in the proportion of positioning stance, with a relatively lower prevalence in rural areas compared to urban areas. Second, these stances index the identities as an object-centered evaluator, a collectively intersubjectivity-centered aligner, as well as the self-local/translocal identity. Third, the analysis reveals Chinese economic, administrative, cultural, social, and political contexts related to the emergence of the identities within these signs.