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I knew the answer by experience (I cleared the game like 15 times), but I just cleared the game today to be able to give you a more detailed answer. When you clear the game, the save data you used ...

They do not respawn during a first playthrough. You need to complete the game, then when you load a level on the same save file, you can attempt to complete the Emeralds you missed as covered by @...