The warning is not over the top at all to anyone with any experience of the Nevada deserts. You want to be prepared and fit. The extreme heat will tire you out and raise your need for water. See the multiple gallons of water they carried in for just a couple of days? Many people have no clue that hill walking in moderate climates is much uch easier compared with the desert in terms of stamina.