Any process that increases the frequency, rate or extent of transcription from an RNA polymerase II promoter as a result of a hydrostatic pressure stimulus. Hydrostatic pressure is the force acting on an object in a system where the fluid is at rest (as opposed to moving). The weight of the fluid above the object creates pressure on it.