MySQL: Why is auto_increment limited to just primary keys?

I know MySQL limits auto_increment columns to primary keys. Why is this? My first thought is that it's a performance restriction, since there probably is some counter table somewhere that must be locked in order to get this value. Why can't I have multiple auto_increment columns in the same table? Thanks.