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Make your flesh creep
Intensity Variation
The phrase can be used with various adjectives to express different levels of fear or disgust. 
Physical Reaction
It signifies a visceral, physical reaction, not just an emotional one. Think of goosebumps or shivering. 
Not Literal
The phrase is figurative, meaning it describes a feeling and does not actually refer to skin movement. 