Leading to shivers (5)
I believe the answer is:
eerie
(Other definitions for eerie that I've seen before include "Spooky, creepy" , "Unnerving" , "Sinister" , "Oddly frightening" , "Spine-tingling" .)
I've seen this clue in The Wall Street Journal.
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