First, if you just want to add mass, why not use rods concealed inside of the riser? That way you could still have the look and feel of wood with the weight of metal.
Second, use brass. It's WAY heavier than aluminum, so you can use less of it, making it easier to conceal.
Even if I wasn't going to conceal it, I would use brass, simply because the yellowish-gold color looks better with polished wood IMO.