We introduce a Gaussian measure formally preserved by the 2-dimensional
Primitive Equations driven by additive Gaussian noise. Under such measure the
stochastic equations under consideration are singular: we propose a solution
theory based on the techniques developed by Gubinelli and Jara in \cite{GuJa13}
for a hyperviscous version of the equations.Comment: 15 page