How can I keep my socks from falling down in my boots?

I have these awesome Sorel winter boots. The only problem is that when I walk to work (or anywhere else, for that matter), they pull my socks down and I end up with cold, bare ankles. Is there any way to prevent this?

I realize this is a goofy question, but sometimes it is the little aggravations in life that can ruin your day.