This case study explores how four first-year EAL students experienced linguistic prejudice toward “GenAI-style” writing. Findings show polished writing was often viewed suspiciously, promoting disclosure management, stylistic re-voicing, and epistemic vigilance. The study advocates inclusive pedagogy that treats GenAI-style as a learnable resource while supporting ethical use, agency, and voice.