Authorities say it was Robinson who then produced a knife and held up the store last week.
The job application gave Robinson's name and an uncle's phone number, but a phony address.
Police arrested the 28-year-old man Saturday on armed robbery charges.
An official at the Clarke County Jail said Robinson remained in custody Sunday but did not know whether he had an attorney.