The distribution of minimum values is given by
GumbelDistribution:
The distribution of maximum values is given by
ExtremeValueDistribution:
GumbelDistribution is not defined when

is not a positive real number:
Substitution of invalid parameters into symbolic outputs gives results that are not meaningful: