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Be frightened/scared/terrified out of your wits
Emotional Intensity
The phrase expresses an extremely high level of fear, beyond just being scared. 
Hyperbolic Expression
This phrase is usually an exaggeration, not to be taken literally but to stress the fear felt. 
Informal Usage
Mostly used in casual conversation or creative writing, not in formal settings. 