Because the other fish in the tank are "not" conspecific this may be why there is no current aggression.
Putting it in a tank with another species of Geo or similar earth eater type, like the Central American equivalents of the genera Thorichthys, or Cribroheros or even an African earth eater such as Taeniolethrinops may be a different story.