premise: The man and women are walking outside next to the river. hypothesis: The couple take a romantic walk next to the Mississippi River.
neutral: A man and a woman together aren't necessarily a couple.  A couple taking a walk aren't necessarily being romantic.  They could be arguing or discussing their tax return.   There are many rivers other than the Mississippi.