BALTIMORE (WJZ) -- Police say they have recovered the vehicle that was stolen after a man was shot in the head and killed while warming his car up Saturday.

RELATED: Police: Man Killed While Warming Up Car; Car Stolen

The vehicle was found in an alley in northeast Baltimore. Police did not say when the vehicle was found.

The 22-year-old victim was found fatally shot in the 6100 block of Macbeth Dr., just before noon on Saturday.

Police say their investigation suggests this was a targeted attack, where the suspect was specifically looking for this victim.

Detectives are asking anyone with information on this case to call them at (410) 396-2100 or text a tip to (443) 902-4824.

Follow @CBSBaltimore on Twitter and like WJZ-TV | CBS Baltimore on Facebook