"That's a load off my chest" has to do with a worry or anxiety that has disappeared. "That's a load off my shoulders" is related to a burden or chore that you've been relieved of.
2012年1月12日
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I would say a load off one's mind or a weight off one's mind
I am feeling better after I get a load off your mind.