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Stub out
Physical Action
The phrase involves a physical action, usually crushing the cigarette's lit end against an ashtray or other surface. 
Sudden Interruption
'Stubbing out' implies an abrupt end, as if the smoker decides to stop smoking immediately. 
Finality
It conveys that the cigarette will no longer be used; it is the final action of a smoking session. 