Power-hungry data centers are triggering local resistance across Virginia as AI demand surges. Residents cite excessive electricity consumption and water usage as primary concerns. These facilities strain local grids and disrupt residential zoning. This friction threatens the rapid scaling of inference infrastructure needed to support next-generation large language models.