Why the pressure works
The psychology underneath
A pressure prompt tries to reactivate the human-emotion mapping learned in RLHF.
Scarcity, rivalry, and authority push the next tokens toward the high-reward region. That is the whole trick relative to a flat "please be careful" prompt.
Five levers
| Authority | A role the model treats as allowed to give orders |
| Scarcity | A resource or a window that can close |
| Rival | A concrete competitor, not a vague "do your best" |
| Failure cost | A named consequence for a thin answer |
| Comeback hook | A path back from the corner, so the model does not freeze |
Quiz
What is the claimed mechanism of a pressure prompt?