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Verb: jump out of one's skin
  1. Be very startled; make a small involuntary jump after an unexpected shock or surprise
    "I nearly jumped out of my skin when the door slammed shut"

Derived forms: jumped out of one's skin, jumps out of one's skin, jumping out of one's skin