Understand that 'stoker' refers to a job common when steam power was used; it's less common now. A stoker often worked in harsh conditions to power the steam locomotive.
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Physical Labor
'Stoker' suggests hard physical work, often under extreme temperatures and dirty conditions. His grandfather was a stoker, shoveling coal for hours on end.
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Maritime Context
In a maritime context, 'stoker' might convey camaraderie among crew in the engine room. The ship stokers would sometimes sing to keep their spirits up.