I don’t think Geppetto has his memories. In the pilot, he said he’d do anything for a child, but he and his wife couldn’t have any. I think he believes he’s childless and doesn’t remember his son.
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"That’s how you know you’ve really got a home. When you leave it, there’s this feeling that you can’t shake. You just miss it." Neal Cassidy