The department says Deputy Sung Pak was off-duty when some kids rang his doorbell in Santa Clarita and took off.
A spokesman says Pak tried to follow the kids to identify them, when some of the larger members of the group turned toward him in a threatening manner, and Pak allegedly fired a warning shot in the air.
The incident remains under investigation.