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This paper examines the validity of using LLMs as data annotators, focusing on Portugal's AMALIA-9B model for European Portuguese. It finds that while the model shows agreement with human coders, its reliance on surface correlates raises concerns about construct validity, with implications for sovereign LLM programs.