In literature, "nerd" serves as a versatile term whose meanings shift according to context. At times, it denotes an official or institutional role, as seen when it refers to a department chair or organization caught in bureaucratic disputes ([1], [2], [3], [4]). In other instances, the word carries a more humorous, self-deprecating, or even pejorative connotation, often characterizing socially awkward or intellectually obsessive individuals ([5], [6], [7], [8]). Moreover, the term is occasionally employed in playful or ironic ways to allude to historical or cultural nuances, whether it be through nods to ancient games or as shorthand for computer enthusiasts and hackers ([9], [10], [11], [12]). This varied usage highlights the rich layers of meaning that "nerd" can embody in different narrative and rhetorical settings ([13], [14], [15], [16]).