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This study investigates how early-career mathematics teachers conceptualize social distance from their students and how this relates to their experiences with classroom violence in NYC public schools. Drawing on social distance theory, we employ a sequential mixed methods design with survey data. The qualitative, thematic analysis reveals that teachers perceive their social distance from students along multiple dimensions, and these perceptions often reflect deficit-based views of students. The quantitative results indicate that teachers who report certain differences and, in one case, a similarity on the dimensions that emerged in the qualitative analysis face greater odds of being attacked. The study offers insights into teacher-student dynamics and informs policy efforts aimed at improving school safety, teacher well-being, and retention.