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Go overboard
Metaphorical Use
Used figuratively to describe actions that are excessive or unnecessary, not literally falling in water. 
Negative Connotation
Often implies a lack of restraint or going past what is considered reasonable or appropriate. 
Emotional Overinvestment
Suggests becoming too emotionally involved in something, which could lead to disappointment. 