We report systematic diffuse x-ray scattering measurements of the elastic strain fields generated by oxygen vacancies in strained bulk SrTiO3 crystals. Diffuse x-ray scattering has been used for decades to measure the elastic strain fields generated by point defects based on the assumptions that the defects are randomly distributed and uncorrelated. We find for SrTiO3 that (i) there are correlations between oxygen vacancies with different orientations, (ii) we can manipulate the relative concentrations of the three orientations via applied stress, and (iii) the oxygen vacancies cluster around the edge dislocations, creating a two-dimensional distribution.