They are located on "special" springs found at the top of stages. It should be one per zone (act 1 or 2) except for Ice Mountain, which has both. Each spring is specific to each special stage/emerald. Since the collected emeralds are shared among all characters, just use Tails and/or Knuckles to get them all. Some of them are a real bitch to reach as Sonic or Amy.