Strozier was arrested Thursday and charged with theft of between $100,000 and $200,000.
Dearing declined to say how much cash was stolen, but says all of the money was recovered.
Strozier allegedly cut open a cash bag while his partner was out of the vehicle, taped the money to his legs and reclosed the bag. A bank reported cash was missing after a delivery was made.
Police said Strozier confessed when confronted by his boss.
If convicted, Strozier faces two to 20 years in prison.
Dearing said Strozier had not requested an attorney.