We construct dynamics on path spaces C(R;R) and C([-r,r];R) whose equilibri
um states are Gibbs measures with free potential phi and interaction potent
ial psi. We do this by using the Dirichlet form theory under very mild cond
itions on the regularity of potentials. We take the carre du champ similar
to the one of the Ornstein-Uhlenbeck process on C([0,infinity);R). Our dyna
mics are non-Gaussian because we take Gibbs measures as reference measures.
Typical examples of free potentials are double-well potentials and interac
tion potentials are convex functions. In this case the associated infinite-
volume Gibbs measures are singular to any Gaussian measures on C(R; R).