On the assumption that the notion of the self is present in the Confucian Analects, this paper addresses this question of terminology in this small classic primarily form a philological angle. It will explore the notion of the self in this seminal classic strictly on this own terms. We will first identify what possible terms the text employs to describe and discuss the self, and then analyze what these terms actually mean and how they relate to one another. We will rely on the linguistic and etymological clues unwittingly revealed in the personal pronouns such as we 吾, yu 予(I/my/me), wo 我(I/my/me) and zi 自(reflexive pronoun) in the Analects. We will also venture beyond the grammatical boundaries into the analytical unraveling of other key terms such as ji 己(self), gong躬 (body/persono) and shen 身(body/person). This paper will draw tow conclusions. First, the two pronouns yu and wo in the analects were not quite technical terms that signify the self, even though wo was already going through a historical process to become one. Meanwhile, yu seemed to have a peculiar reference for Confucius in his self-definition that linked his identity with Heaven. Second, ji and shen constitute a holistic respectively. The inner core represents the authentic identity of the self whereas the outer embodiment gives full expression to that authenticity.