Thanks for all the response, but I still haven't heard any feedback from '12 impreza owner whether their car does this or not.
Note, not much effort is needed to be applied to the hand brake to have the clunk sound. Not even enough pressure to feel any slowing down.
It just seems like the brake pad is loose and as hand brake is applied it shifts and makes the clunk.