The Federation represents officers from the ranks of Constable, Sergeant, Inspector and Chief Inspector.
It says recent protests in Epsom, where riot police were deployed to the streets following unrest, are reasons why a pay rise is needed.
Officers say they endured verbal and physical abuse and were subjected to violence with missiles thrown at them.
Surrey Police receive a starting salary of £34,164 which includes a £3,000 South East allowance.
There is the potential to rise to £53,256 within the first seven years.
The Federation has launched a virtual picket line called #CoppedEnough.
It’s calling on the public and politicians to support their police officers.
