Ignoring the joke, this is actually interesting question to ask. I mean, yeah, there are some pretty scary, uncanny images of cats here, but some cats look almost… fine? So if these cat images are "creative" enough — this is almost a success.
But if you take a pencil and try to draw a cat yourself (assuming you are not a good artist) you have much higher chances to actually draw something "cute", than if you'd try to draw a woman. Human females look much more familiar, and there's something much trickier and more intimate to what you recognize as "cute" or "beautiful" in a human, than in a cat.
So, I'm pretty sure this NN would fail, but it's interesting what's actually required for it to not fail.