FOS and neoplasm: Although our study does not directly model tumor initiation, it provides mechanistic evidence that c‐Fos acts as a nutrient‐responsive transcriptional regulator that reprograms hepatocyte metabolism toward a tumor‐permissive state in the context of metabolic stress and lipid excess.