The words positive and negative have precise, unambiguous meanings. However, the sentiment they’re supposed to express upon uttering them can be the exact opposite.
Take a pregnancy test, for instance. If the result is positive, but the woman in question isn’t ready to have a child, it renders the result negative, and vice versa.
Context is everything.