Comment by robotastronaut

Actually, there were many clues listed, but they didn't directly connect them to "slaves" as such. The rough timber used in the bedding, the amphorae under the bed, a chamber pot, and lots of evidence suggesting the room was used for storage in addition to sleeping. These all point towards someone of much lower class (slaves of some kind) than the owner of the villa.