Flexi Says: Mosses are nonvascular plants which lack roots and stems and therefore do not grow tall but instead spread out over the ground. Mosses commonly grow close together in clumps or mats in damp or shady locations. Moss is not a gymnosperm. Gymnosperms are vascular plants, which have roots and stems. Many gymnosperms are trees with trunks that can grow very tall.