To feel uneasy or nervous because one has a guilty conscience, especially after doing something wrong.
他私自拿走了同事的零食，一整天都显得作贼心虚，不敢与人对视。
After secretly taking his colleague's snacks, he appeared to have a guilty conscience all day, not daring to meet anyone's gaze.
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