Actually, the general definition of to be amazed doesn’t bring any ‘plus’ or ‘minus’. Just amazed
But when we claim: It’s amazing! – it’s about something good (positive).
Have you ever had a need to add [positively/negatively] saying ‘I am (…) amazed’ – to make your feeling more clear?