It's easier to imagine work done in hauling out a thin piece of plastic from
between two charged plates rather than sucking out some liquid - does the
liquid oil stick between the plates like a strong surface tension ?
Hugh

At a guess, the stored charge doesn't change, so the voltage will. Energy
has to be put into the system to move the oil, therefore the stored energy
can increase.

Am I close?

Steve