But it should be possible to separately train a neural network on basic knowledge, so it can generate a stream of ideas. Then use GPT-2 to generate a sentence or paragraph, following those guidelines.
Just like we humans: we first think of what we want to say (a few points about X, first Y, don't forget Z). Then turn those rough ideas into fully-formed sentences.