Japan to Korea

Can I fly from Japan to South Korea and use the free transit? I know it seems a bit silly since Korea is closer to Japan anyways so it's not a very good transfer, but it would be a way for me to see Beijing for a couple of days without paying for an expensive visa. I already have plans to go to Korea anyways.