Spiral Network Model of Epistemic Emotion Transformation (SNMEET)
Non-linear model of epistemic-emotion dynamics, recursive appraisal,
emotion coexistence, and iterative regulation
Main cycle
Recursive feedback
ZOC boundary / transition
SNMEET core
Principle 1 — Recursive Cycle
The process does not stop after one outcome;
new incongruence can initiate another cycle.
Principle 2 — Emotion Coexistence
Several epistemic emotions can coexist rather than
function as mutually exclusive states.
Principle 3 — Networked Transformation
Emotion transformation is represented as a network
rather than a fixed linear sequence.
Empirical grounding of the model
Cognitive incongruence:
“SAYA TIDAK SUKA AI”
(I DON'T LIKE IT AI)
(XI-4-21, E1);
“pusing”
(dizzy / overwhelmed)
(XI-4-20, E1 & E5).
Iterative appraisal:
“saya percaya saya bisa”
(I believe I can do it)
(XI-4-10);
“khawatir namun saya percaya saya bisa”
(worried, but I believe I can do it)
(XI-4-22, E4).
Emotion coexistence:
“panik takut namun ingin tahu”
(panic and fear, yet curious)
(XI-4-22, E5);
“menegangkan dan siap belajar”
(tense and ready to learn)
(XI-4-13, E1).
Flexible regulation:
“bertanya agar paham”
(asking questions to understand)
(XI-4-22, E1);
searching on Google
(XI-4-21, E3).
Tentative outcome:
“ternyata fisika itu menyenangkan”
(turns out physics is fun)
(XI-4-22, E5).
Iterative re-entry:
“mencoba lagi sebagai evaluasi diri”
(trying again as self-evaluation)
(XI-4-10).
Note. SNMEET is a theoretical abstraction derived from interpretative phenomenological analysis of written reflections across five physics learning episodes. The model represents epistemic-emotion transformation as non-linear, recursive, and potentially characterized by emotion coexistence. The Zone of Optimal Confusion (ZOC) is conceptualized as a transitional space where uncertainty can remain productive during epistemic exploration. This model is not proposed as a definitive causal model.