Made somewhat famous by Japanese schoolgirls, this stuff is apparently very commonly used among celtic / irish dancers as well as all manner of performance and medical fields.
http://www.celticmerchant.com/sock-glue.html
http://www.celticmerchant.com/sock-glue.html