Hello Everyone,
In Fallout 2, with the RP, you can find the Overseer's logs. In which it explains the purpose of the vaults, and the Overseer's final log.
Someone requested pictures, so here they are. They are in .7z and you may need to zoom in to read it. (I play in 1920*1080, can't play...