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Get a monkey off your back
Stress Relief
Use when expressing the relief after eliminating a stressful problem. 
Emotional Weight
Highlights the emotional burden associated with the problem that's been resolved. 
Persisting Difficulty
Implies the problem solved has been persistent, maybe spanning a long period. 