The incident happened after 9 a.m. at the location in the 2000 block of Clark Avenue.
Police said the suspect fled after the teller complied with his demands.
No weapons were seen and no injuries were reported.
Those with any information are asked to call Raleigh CrimeStoppers at (919) 834-4357/