Hi Rob,
Don't use the embed code, just copy the original base URL for the video, so simply paste it like this
http://www.youtube.com/watch?v= and after = you would have the video ID reference letters.
As soon as I add the video ID after =, you would not see the link in the above paragraph, it would display the video automatically.
Hope this helps,
Cheers
Mike