The Fattening Room was a scraped level from Amnesia: A Machine for Pigs, the level design may have been similar to a mess hall or dining area. The concept art implies that the Fattening Room was for fattening up humans, not pigs.

Amfp dinner concept

Concept art of the Fattening Room.

It's unknown why the level was scrapped as no real confirmation was given by the developers.

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