In order to acquire all of the Chaos Emeralds in the game, you must race a character named Johny multiple times, winning the races. Here are the seven locations you can find him in:

Northeast of Haunted Ship

Northeast of Southern Island

Northwest of Machine Labyrinth

Northwest of Plant Kingdom

Southeast of Machine Labyrinth

Southeast of Southern Island

Southwest of Sky Babylon