When your cute neighbor is staring at you because you have spinach in your teeth and you think he's looking because you have a cute new haircut, this is an example of a time when you misconstrue his attention.
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See misconstrue in Webster's New World College Dictionary
See misconstrue in American Heritage Dictionary 4
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