This paper deals with nonexpected utility preferences over multivariat
e distributions. We present two equivalent dominance axioms, implying
an additively separable structure of the local utility functions. They
also imply that nonexpected utility functionals directly depend on th
e marginals of the multivariate distributions. We define an invariance
axiom, show that it is equivalent to the property that all local util
ity functions are ordinally equivalent, and that it implies an additiv
ely separable expected utility functional when the dominance axiom is
assumed. An interesting property of multivariate preferences is that r
isk neutrality does not imply affinity of the utility function over no
nstochastic outcomes.