This study adopts a critical discourse analysis (CDA) approach to problematize the representation of victims in the online educational messaging on sex trafficking promoted in the US “end-demand” movement. The websites of 20 US anti-trafficking groups are analyzed. While these website-based messages are positioned to educate the public about sex trafficking, they are predominately framed toward problematizing sex work and essentializing women with racialized and marginalized identities in sex work, with no discursive recognition of intersectional structural inequalities (e.g., racism, sexism, poverty, homo/transphobia) that lead to trafficking. These ideologically charged messages, when presented as “facts,” further the anti-sex work sentiment among the public, powerfully (re)produce and sustain the public (mis)perception equating “anti-sex trafficking” with “anti-sex work,” and legitimize the carceral feminist anti-trafficking practice that primarily criminalizes, censors, and oppresses the agency, behaviors, and needs of structurally marginalized communities. This paper calls attention to how injustice may be (re)produced in the way trafficking is represented and how representational injustice may translate into material consequences, further subjecting already marginalized groups to criminalization and surveillance. Through incorporating representational justice into our conceptualization of racial and social justice, we may (re)build an anti-trafficking framework that is structurally competent, rights-inclusive, and centered on humanization.