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Workaholic
Negative Connotation
The term often implies that working too much is unhealthy or unbalanced. 
Not a Hobby
Being a workaholic means compulsive working, not just enjoying one's job. 
Psychological Implication
Sometimes implies a psychological issue, like an addiction or avoidance behavior. 