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Snivelling
Negative Connotation
The term often implies annoyance at the person's behavior rather than sympathy. 
Used for Small Issues
'Snivelling' suggests the issues are minor and the reaction is excessive. 
Shows Weakness
The word is often used to portray someone as weak or lacking courage. 