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Assassin
Negative Connotation
The word 'assassin' carries a strongly negative feel, used for a killer with dubious motives. 
Stealthy Implications
'Assassin' suggests secrecy and stealth rather than an open attack. 
Professional Aspect
An 'assassin' is often seen as a professional, someone skilled and paid to carry out a targeted killing. 