I really can't come up with a reason why we don't use "Hi" instead of "Hello" there, but we don't. It might have something to do with the fact that the "Hello" is more like a question. In fact, it would probably be written as "Hello?" or "Hellooooo?" in a sort of sing-song voice.
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