Maybe there's a secret independent human civilization underground, created as a backup in case everything on the surface goes to shit, which very well may be their intention, or simply the unintended consequence of their experiments.

Edit: And they could have given that society any cultural values they wanted, which may not align with what the general consensus of the surface society deems acceptable, for example human harvesting, experimentation, and differing sexual norms.