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Lead somebody up/down the garden path
Cultural Context
This phrase is commonly used in British English and might be less familiar to speakers of other English varieties. 
Subtle Implication
Using this phrase implies that the deception was intentional and possibly elaborate or persuasive. 
Emotional Tone
The phrase often conveys a sense of betrayal or disappointment due to the deceit. 