Here is a GIF of Taylor Swift supposedly saying 'Shut the F-up' but I don't see it. It doesn't look like that to me. I'm not sure what she is saying but it doesn't seem to be that.
I think people are just stretching that out a bit... and ya know what... I wish she actually did say it. That would be great! :)