You're explaining yourself so frantically that it actually makes you look guilty.
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Attested in the Song-dynasty Chan text 《联灯会要》: when the master hears that someone had peered into the abbot's quarters, he says 'the thief's heart is hollow (作贼人心虚).' The image — a thief giving himself away by his own nerves — has stuck ever since.