Yes, sometimes you may get a negative reading on your water pressure gauge. Such reading hints at a problem because normal readings start from 0 and go up to a positive number only.
A negative reading means your pressure test gauge is not functioning.
It could also mean it is drawing on a vacuum. Such a vacuum pulls down the needle because the Bourdon tube becomes more curved instead of filling out.