(verb) interpret wrongly. Synonyms: misread. Example: "I misread hamlet all my life!."
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Verb Definition 2
(verb) interpret in the wrong way. Synonyms: misconstrue, misconceive, misunderstand, misapprehend, be amiss. Examples: "Don't misinterpret my comments as criticism." "She misconstrued my remarks."