Researcher identity has been widely studied as central to doctoral education. However, little is known about students’ emic conceptualization of what represents researcher identity based on their lived experience. Using a sample of 24 Chinese doctoral students in Australia, this study adopts volunteer-employed photography (VEP) to facilitate the participants’ delineation of their researcher identity. Findings reveal that researcher identity is indexed at three levels: belonging as being, doing as becoming, and limited limitlessness. It presents itself as a complex formulating process in which dichotomous, yet mutually constitutive, forces collide and merge. This study concretizes perceptions about the notion of researcher identity through photographs and corresponding revelatory dialogues in relation to people, objects, feelings, phenomena, and relationships. Some insights on visual research methodology are also discussed.