I would probably find another colour matched piece of wood make a dowel from it and drill out the riser so that the dowel fitted. Most glues will work to stick the dowel in. Superglue, epoxy etc.
Just make sure the dowel is very dry before putting it in. Microwave or oven on gently will do it.