As the rows of the K eigenvectors clustered along mutually orthogonal vectors, their projections in a lower dimensional space will cluster along radial directions.
the general picture will be of q clusters elongated in the radial direction, with possibly some clusters very near the origin (when the subspace is orthogonal to some of the discarded eigenvectors).