Let's take it a bit further. Correct me if/when I am wrong or misguided.
During electrolysis, an electron is stripped from a H2O molecule, thus breaking the bond of the H2 and the O. Were does this electron go? Does it increase the capacitance of the water?
It seems we now have a bunch of electrons without a home.
Believe it or not, I actually have a purpose for these silly questions.