jump out of one's skin
jump out of one's skin {v. phr.}, {informal}
To be badly frightened; be very much surprised.
The lightning struck so close to Bill that he almost jumped out of his skin.
Compare: HAIR STAND ON END.
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Source: A Dictionary of American Idioms