Ferrite beads are actually rather worthless here: the impedance per core is maybe a hundred ohms, so even with a hundred of them stacked (or tens of turns, but that has the problem of capacitance between turns), a high voltage pulse of, say, 10kV or more, still draws amperes.
And that's if it's a linear system, which it isn't: a ferrite might handle, say, 100µVs of flux, or with tens of turns, thousands of µVs; but at 10kV, that's saturated in a mere 100ns. You can take some of the edge off, but you can't absorb it this way.
(Flux is just what its units sound like: the voltage across a component, multiplied by time. If the voltage is constant, flux goes up linearly with time. If voltage isn't constant, then more generally, it's the integral over time. Basically, while voltage is positive, flux is counting up; while voltage is negative, flux is counting down.)
(Saturation means the ferrite momentarily loses its inductive property, so the impedance drops and it looks more like a short circuit, or air-cored coil. Saturation isn't stateful, as soon as the current goes down the impedance goes back up.)
Tim