Drawing from a qualitative study, this article advocates for challenging myths about the traditional graduate student. We discuss how these myths create a sense of unbelonging for graduate students, and we call attention to the exigency for transforming graduate programs to validate and sustain students’ diverse literacies and linguistic resources.