Researchers from University of Illinois in the US found the site in the waters off the east coast of Australia, that is the home of up to 15 gloomy octopuses.
It is the second gloomy octopus settlement found in the area, and the discovery lends credence to the idea that octopuses are not necessarily loners.
The first gloomy octopus site was found in Jervis Bay off the east coast of Australia in 2009.
The new site is located just a few hundred meters away from the first site, and has been dubbed Octlantis.
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It is composed of a few patches of exposed rock and beds of discarded shells from prey animals. A total of 13 occupied and 10 unoccupied octopus dens - holes excavated into sand or shell piles - were found at the site, they said.
"At both sites there were features that we think may have made the congregation possible - namely several seafloor rock outcroppings dotting an otherwise flat and featureless area," said Stephanie Chancellor, a PhD student at the University of Illinois.
These shell piles, or middens, were further sculpted to create dens, making these octopuses true environmental engineers," Chancellor said.
Researchers placed four cameras at the new site to film for a day, recording 10 hours of footage that showed numerous social interactions among the inhabitants. The number of octopuses observed at the site ranged from 10 to a high of 15.
"Animals were often pretty close to each other, often within arm's reach. Mating, signs of aggression, chasing, and other signalling behaviours were observed," Chancellor added.
The study was published in the journal Marine and Freshwater Behaviour and Physiology.