Two different meanings of
“multiplicative”
If we take two density models and multiply together their
probability distributions at each point in data-space, we
get a “product of experts”.
The product of  two Gaussian experts is a Gaussian.
If we take two variables and we multiply them together to
provide input to a third variable we get a “multiplicative
interaction”.
The distribution of the product of two Gaussian-
distributed variables is NOT Gaussian distributed. It is
a heavy-tailed distribution. One Gaussian determines
the standard deviation of the other Gaussian.
Heavy-tailed distributions are the signatures of
multiplicative interactions between latent variables.