I think this is not guaranteed: for K classes you have K-1 fractions that define output, and one dimension is essentially arbitrary (sometimes it is set to zero as “calibrating” dimension). So, while it is intuitive to think about K positive scores, sum of these scores is not enforced to be meaningful (you may contrast this with dirichlet parameters).