I wasn't there when it started but wasn't the raison d'etre was the GCC fork that eventually became the new upstream for GCC. Because the fork was faster Gentoo got the reputation that compiling from source was to get faster executable. This is a misunderstanding imho, as the greatest strength of Gentoo the level of customization enabled by use flags.
I would not call egcs that fast, nor do I remember it having any role with Gentoo.