 Connectionist representational schemes provide an end run around the puzzle by simply dispensing with atoms. Every distributed representation is a pattern of activity across all the units, so there is no principled way to distinguish between simple and complex representations. To be sure, representations are composed out of the activities of the individual units. But none of these “atoms” codes for any symbol. The representations are sub-symbolic in the sense that analysis into their components leaves the symbolic level behind.