If its still much heavier than before and the pressure gauge shows 0 pressure, then it might be the gauge issue. You'll have to bring it to a shop to check.
Though you might want to weigh the tank to find out if it is indeed heavier than when it was empty, just abit heavier doesn't count (check what the weight of your empty tank should be), otherwise it could just be most of the gas all leaked out.
Btw, i'm not sure if your single gauge system is the type that show the total pressure or working pressure. If its total pressure, then something is wrong. But if is supposed to show working pressure, then when the main valve is closed its supposed to show 0, since there is no gas output. You'll have to check with the seller.
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