Abstract
This manuscript studies professional framing as a composition of separable prompt interventions rather than a single narrative device. A factorial design evaluates the independent contribution of persona framing, terminology substitution, and moral justification across multiple language models. The public record is intentionally limited while the manuscript is under review; complete methods, results, and citation metadata will be added only when a public version is available.
Public record
This page records the disclosed manuscript without implying acceptance. A public PDF, complete citation metadata, code, and artifacts will be added only when they are legitimately available.