No, it never becomes a high voltage. The voltage only rises to the level that will allow the current flow, in the case of the diode, that is between about 0.6 and 1V. I don't consider that a high voltage.
It if was otherwise, what voltage would it rise to, 100V 1000V, 100 MV?
If you scoped...