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Not say boo to a goose
Cultural Image
This phrase uses the image of a harmless goose to emphasize someone's timidity. 
Non-Literal
Understand that this phrase is not about geese; it's an exaggerated way to describe shyness. 
Emotional Connotation
The phrase can imply vulnerability or a non-confrontational nature, not just shyness. 