If one premise of a syllogism is negative, then the conclusion must be

If one premise is negative, the conclusion must be negative.

A negative premise separates one term from the middle term.

That separation can only be carried into a denial in the conclusion.

An affirmative conclusion would claim a connection the premises never grant.

This is the rule that a negative premise yields a negative conclusion.