Surprisingly I have not found any literature. I would like to know if it is possible to define a (generalized) mode for general probability distributions, possibly defined on an infinitely dimensional space.

My thought is that it should be related to $ P(B\_\theta(r))$, where $B\_\theta(r)$ is a ball centered at $\theta$ with radius $r$.