Kevin great post on having a bit extra gas for a dive, unfortunately that is not what the majority will do for a Deep Air Dive from my experience of observing them on warm water trips. For the most part it is planned just before the dive so there is no bottles of gas or equipment to do so. This is why Divers that perform these dives can give there experience of doing these dives, to give a better picture in what can and cannot happen.
So far all that is learned from post from posters that are against is the accidents and fatality's, well that is in every type of diving as I pointed out, from OW class, team, solo, technical, rebreather, commercial, military, etc.
If a diver is not performing these Deep Air Dives there opinion is not worth anything at all. Now some that use to do these dives has posted and they are very useful in the outcome of to help the little traffic here on SB, that gets a chance to understand Deep Air Divers experience's.
Mr Rumbo's post was a very good incentive on 90m dive, A diver looks at that and can see why you would need that much gas, Yet they have done a bounce to lets say 140' and came right back to the 2atm in lets say 9 mins, they had an al80 with a start of 2900 psi and came back to the second atm and seen they now have 2000 psi. The majority of these dives are not done by an experienced Deep Air Diver like myself, they are done by New or Newer Divers. The newer Diver will see that they have a lot of gas in a dive profile I just mentioned and will go for a deeper dive cause of it.
Experienced Deep Air Divers that die from there dives actually know what there capability's are and they will try for a personal best, not all but some.
As Dump has pointed out and Dr Bill in his post is how to get to know what your narcosis level is. I experienced a Deep Air Dive for a personal best this past year with twin 100's pump up and 75% deco in case I herd a ship getting close as I hang on my inflatable and ride the current. It was to see how far my narcosis level is I do this once or maybe twice a year, and I do work up dives to prepare for this. Sure I feel bad when a an experienced diver gets bent or dies, It was there choice and with very little info for them to perform these dives they go on there past experience.
I have some great books on Deep Air Diving all very old of course and that how they dove deep back then.