I don't see much evidence in that paper that neural networks have similar representations to monkey visual cortex activations (the paper studied monkeys). They merely showed that the neural network representations were predictive of visual cortex responses in monkeys (e.g. linear regression was a good fit for using the NN representations to predict visual cortex responses in monkeys).