Did I hear / understand you aright? They are eager, and maybe a little desperate, to set things aright. Similarly, if we removed the man from the tank and set him free to roam the lab, his beliefs about his situation would be set aright fairly quickly. But he heard it, though he believed he had not heard aright. More @Wikipedia
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