As a native English speaker, I don't like the sound of the last sentence. It really, really bugs me. Why? Because it doesn't make sense. It should be 'stole THAT MONEY"
As a non native English speaker, I think it sounds completely fine, the emphasis won't be like the emphasis in the other sentences tho, its a bit different (and softer).
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