It does not do well generating instances with features that are not well represented in the training dataset.
Compare this to human creativity. I suspect that fulfilling GPs request would be almost trivial for a human professional artist.
To be clear this is an amazing achievement, a creative use of the technology, and a positive contribution to the world. Pointing out limitations (i.e. areas with potential for future innovation) does not diminish it.