A system and method for providing a perspective-corrected representation of a multi-dimensional cluster is presented. Clusters are displayed based on independent spatial orientations within multiple dimensions. For each such spatial orientation, the clusters are located at an independent distance from a common origin. A relationship between a pair of the clusters is picked and analyzed. A criteria for perspective correction is sought. The criteria is applied to the pair of clusters to determine whether the clusters need be reoriented. The clusters are reoriented in the display by a perspective-corrected distance based on the relationship between the pair of clusters.