Answer :

It is also called frisson.

This happens when an elements of music such as sudden volume changes or unexpected unique sections which induces sub-conscience fear response. This fear subsides fast after the brain realizes its just music.
People shiver when they listen to music because it starts with a slow,calm tune and then all of the sudden there is a strong tune.And you never expected it.➡

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