Why Does AI Prose Refuse to Commit to What It Has Just Said?
This is Essay 6 of 22 in the series Why Choose 100% Human Authors, addressed to readers who want to understand what a human author does that a machine cannot and why that difference matters to the experience of literary fiction.
The Sentence That Will Not Land
There is a mode of prose that says everything and means nothing. It advances a thought, then immediately retreats from it. It offers a conclusion, then surrounds it with qualifications until the conclusion disappears. It describes a character with conviction, then softens the description into a suggestion, as though the author were afraid to be held to what they had written.
Here is a character in a moment of grief, as a language model might render it:
She felt something that might have been grief, or perhaps a kind of exhaustion that resembled it. There was a heaviness in her chest—not quite pain, but something adjacent to it. She thought she might cry, though she was not certain whether the feeling was sadness exactly, or simply the weight of everything that had accumulated over what had seemed, in some ways, like a very long time.
The prose is not without surface fluency. The sentences are grammatically sound. But the reader is left with nothing to hold. Grief has been described without being named, felt without being asserted. The hedges—might have been, perhaps, not quite, something adjacent, not certain, in some ways, seemed—do not deepen or exemplify the ambiguity. This is uncertainty about everything, which is the same as certainty about nothing.
Where Hedging Comes From
A language model (LLM) hedges for reasons that are architectural. It has been trained to avoid false statements, to acknowledge the limits of its knowledge, to present multiple possibilities rather than settle on one. These are reasonable constraints for a system that dispenses information. They are fatal to fiction.
Fiction is not information. Fiction is declaration. When a novelist writes she was afraid, the novelist is not reporting a fact that might be disputed; the novelist is creating a fact inside the world of the story. That fact is absolute. It does not require qualification. The character is afraid. The novelist has decided this. The decision is the act of authorship.
An LLM has no mechanism for that kind of decision. It can approximate the grammatical form of assertion while draining its force. It produces sentences that look like claims yet function like questions. The result is prose that asks the reader to do the work of commitment that the author has declined to do.
But the machine does not bear this problem alone.
Human authors hedge, too, and for reasons that are also architectural. The writer who has been told that strong declarative sentences are dangerous, that to name a character’s emotion is to be sentimental, that conviction is naïve and ambiguity sophisticated, that the reader must always have room to disagree, produces hedged prose not because they lack the capacity for assertion—they have been trained out of it: the creative writing workshop that rewards qualification; the political atmosphere that makes it hazardous to say what a character believes without providing a counterweight.
The machine hedges from incapacity. The human author sometimes hedges from fear. On the page, the result is not always distinguishable.
The Hedge in Full Retreat
The hedging reflex does not confine itself to emotional description. It extends to moral and intellectual statement, to the rendering of action, to the handling of a character’s convictions.
Consider a character arriving at a moral conclusion:
He found himself thinking—though he was not sure he fully believed it—that perhaps what had happened was not entirely wrong, or at least not wrong in the way he had always assumed wrongness to work. There seemed to be, if one looked at it from a certain angle, something that might be called justice in the outcome, even if that word felt too strong, too certain, for what was ultimately a complicated situation in which many perspectives deserved to be considered.
A man is trying to justify something. That is a dramatic situation with real potential: the rationalization of a moral failure, the slow corruption of a conscience, the mind bending into shapes that will permit what the heart already wants. But the prose will not let the drama happen. Every potential assertion is softened right away. Not sure he fully believed it. Perhaps. Not entirely. Seemed to be. If one looked at it from a certain angle. Something that might be called. Too strong, too certain. Ultimately a complicated situation. The character does not arrive at a conclusion; he circles the place where a conclusion might have been and moves on.
A human author who understood this scene would write it differently. The rationalization would be stated: it was justice, he decided. The reader would hear the hollowness of the word in that sentence, would feel the character’s dishonesty through the confidence of the claim. But that requires the author to commit to the conviction first, to write it as though the character meant it, and trust the reader to hear it. The hedge preempts that trust. It tells the reader what to think about the character’s thinking before the character has thought it.
What Decisiveness Costs
To write with conviction is to be wrong sometimes. The novelist who says she was afraid and means it may occasionally be wrong about how fear sits in the body. The novelist who says it was justice through a character’s corrupted mind may be misread by a reader who takes it at face value. Commitment carries risk.
It also carries power. The sentence that lands without apology or qualification creates the conditions for genuine literary experience. The reader feels the weight of what has been asserted and can agree or resist or be disturbed. They have something to push against.
In my work, I write characters who are wrong, cruel, or hold convictions not endorsed by the narrative. Vittorio in A Tale of Paris & Paris: Echoes of Troy believes things I do not believe. I wrote him that way because a hedged character is a position paper; fiction has no use for people who do not stand as themselves.
The prose that will not declare asks the reader to inhabit a world in which nothing holds its ground long enough to be tested. That is not ambiguity. Ambiguity is the presence of two real interpretations. What the hedging voice produces is prose that appears to mean something while not committing to anything that can be validated. A human author knows the difference when the sentence lands. The page goes quiet, and there is nothing to qualify.
Rio de Janeiro, the xxvi day of June, MMXXVI.
