Precision cosmology faces a persistent tension between the high structure growth (S8) predicted by Planck CMB data and the lower S8 measured by local weak lensing surveys like KiDS and DES. Standard models interpret this as a failure of structure growth over time. This paper proposes that the S8 tension is instead a spatial calibration error resulting from the use of Newtonian gravity on a scale-dependent scalar manifold. We identify a mechanism called the Geometric Quadrupole, where the scalar metric stiffens at cluster scales, effectively amplifying the gravitational field by approximately 18 percent relative to the Newtonian prediction. By correcting for this metric stiffening, we demonstrate that the locally observed S8 value aligns perfectly with the Planck prediction, resolving the tension without invoking Dark Energy or modifying the temporal history of the universe.