So the formula for capacitance (being $C=\frac{A\,\epsilon_{0}\,\epsilon_{r}}{d}$) shows that the capacitance of a capacitor depends on the surface area of the capacitor plates.
As I understand it, this is because if the plates are larger, then for a given potential difference between the plates more electrons can be pushed onto the negative plate by the cell.
My question is, then by the same (and I am guessing flawed) logic, why does the thickness of the plates not affect the capacitance of the capacitor?
Or, put another way, why is the formula for capacitance not $C=\frac{v\,\epsilon_{0}\,\epsilon_{r}}{d}$, with $v$ being the volume of the capacitor plates?
Many thanks.