The report said the man's young daughter was sitting in the front passenger's seat.
Police said the man followed the car as its driver drove through various neighborhoods to try to lose him. They said the driver swerved through traffic and almost collided with a motorcyclist.
Investigators said an officer stopped the car, and two passengers said Tomlinson broke a cinder block in half and took it into the car to throw at a random vehicle as a prank.
Tomlinson, who denied throwing the block, was booked into the Brevard County Jail early Saturday.