I also have one of those flimsy plastic thread stands. I put a finished circle of wood on the bottom with a couple of screws thru the base of the stand...I think that the wood was from Michael's or someplace like that. Might have been from decopage.
If that isn't heavy enough, add a few metal washers to the spindle. Works good now......