Jon - I wouldn't expect Elmers to hold up too well, especially if it happens to get wet. You might be better off using a brush applied Super Glue (cyano), but you'd have to be very careful to keep it off the vinyl. I'd wait to see if someone else on the board here has something that worked. My main message to you is that I don't think Elmers will hold up long.