The author of that article isn't too cluey on how much CURRENT the negative voltage rails on a typical PS will give, usually it is in order of half an amp... put more load than that on the rails and often the supply's protection circuits will stop it from firing up.
So what does this mean? Dont try to power an amplifier from the negative rails. Those negative rails are rarely used by computers anymore, they were implemented in the old days for RS232 and RS434 communications that required positive and negative signals. The motherboard doesn't use the negative rails, but they are supplied to all the slots in case a card requires the use of one.
Cheers