Psychology names many ways we avoid updating the ISM. FPE classifies them as \(\mathcal{D}_{KL}\) management strategies — attempts to avoid the Landauer cost of erasing wrong bits.
When internal model \(Q\) ≠ reality \(P\), the brain must either:
“Psychosomatic” symptoms are often \(\mathcal{D}_{KL}\) paid in \(\Phi\) currency — cellular substrate eroding so the story can stay stable.
| Type | Example | Cost |
|---|---|---|
| Self-directed | “I’m not angry”; unacknowledged grief | Interoceptive prediction-error suppression |
| Other-directed | Impression management, lying | Working memory + cue monitoring |
| Reality-directed | Delusion, institutional denial | Refusal to update world-model (Kuhnian stuck paradigm) |
Dissonance is detected \(\mathcal{D}_{KL}\) between two high-salience beliefs or between belief and behaviour.
Classic responses map to denominator avoidance:
| Response | FPE read |
|---|---|
| Change behaviour | Pay cost now; lower long-run \(\mathcal{D}_{KL}\) |
| Change belief | Update \(Q\) |
| Add consonant cognition | Patch \(Q\) without full update (rationalisation) |
| Trivialise | Lower precision on conflicting evidence |
| Suppress | Raise \(\Phi\) cost; keep \(Q\) |
The “easiest” short-term move is often patch or suppress — lowers immediate discomfort, raises long-run \(\mathcal{D}_{KL}\).
Dissociation can be modelled as partitioning \(Q\) so that incompatible regions do not exchange prediction error:
Trauma therapy that integrates memory is, in part, reducing \(\mathcal{D}_{KL}\) between partitions under safe \(\Psi\).
Discovery events are denominator phase transitions: \(\mathcal{D}_{KL}\) was hidden, then integrates suddenly → \(\Gamma\) spike.
Persistent false belief = reality-directed \(\mathcal{D}_{KL}\) with failed precision weighting (Frith, Corlett). The FPE does not moralise; it predicts high energy tax and social \(\Gamma\) until model aligns or coupling changes.
Spiritual and clinical traditions converge: honesty lowers \(\mathcal{R}\)’s denominator. FPE gives the mechanism:
Order of operations (Part IV-B): self → other → world-model.