PyEvoc is a research-oriented Python framework for adapting the Hierarchical Evocation Method (HEM) to large-scale digital textual corpora. It extends classical Social Representation Theory approaches by combining lexical diffusion, positional salience, rhetorical foregrounding, and temporal dynamics to reconstruct representational structures from naturally occurring online discourse.