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Deceptive
Hidden Danger
Use 'deceptive' when something appears safe or good but has hidden risks or negative aspects. 
Appearances Mislead
'Deceptive' is used when appearances might lead someone to the wrong conclusion. 
Not Always Negative
Though often used negatively, 'deceptive' can describe something innocuously misleading, not intended to harm. 