A second principal components analysis was per formed using an oblique direct oblimin rotation and three factors. Since an oblique rotation was used, both the rotated pattern matrix and the structure matrix were examined (Hetzel, 1996). A clear, interpretable three factors appeared and accounted for 64.20% of the varianee. The three factors focused on usefulness of studying geometry, confidence in learning geometry, and enjoyment of working geometry problems accounting for 48.94%, 10.28%, and 4.98% of the variance, respectively.