Police were called on Sunday at around 8.15pm to the Two Rivers Retail Park, after the teen was assaulted outside Pizza Hut.
The suspects are described as two teenage girls and one teenage boy, but there were others present who witnessed it.
Anyone with information is asked to contact Surrey Police.