I'm not sure because it depends on the software implementation. Assuming the software does not check, it will appear you have a balance when you start. When/if you transfer eth the original owner will have proof of ownership of the first address (this is one of the reasons the guides recommend a test transaction when you first start out. It establishes your identity on the block chain).
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