How can I get a single silk flower to float in a bowl of water?

I am making centerpieces for my party. I want to take a wide circular vase and fill it with water and put a fake/silk flower in it, to float on top of the water. My problem is, the water absorbs into the flower material and it sinks just a little bit. Any suggestions on what i can do to make the flower stay above the water?