Police describe the suspect as a slender African American man with a medium complexion. They say he stands at about 6 feet 3 to 4 inches tall.
He was last seen wearing blue jeans, a blue jogging style jacket with white stripes down the sleeves, and a plain white baseball cap.
Witnesses say after the suspect exited the building, he headed west on foot towards Hampton Way.
Police are asking anyone who may have been in the vicinity of Capital Bank between noon and 1:15 p.m. with information about the incident is asked to contact the Wake Forest Police Department at (919) 556-9111.