It is known that independent, uniformly distributed points on the sphere approximately form a finite unit norm tight frame. In fact, we significantly generalize the latter in various ways and make the connection to classes of random matrices used in compressed sensing. Finally, we apply our results to model patterns found in granular rod experiments.