Integrated Self-TranscendenceOFAI · Vienna

From writing to results

Participants complete sentence stems such as “When I am criticized…”, or researchers supply journals and reflections. Two language models trained for these tasks apply fixed scoring rubrics on our servers in Vienna. One returns five Freedom from Fusion ratings; the other assigns a Concern Preservation judgment for each specified concern. The models return scores and categories without written explanations.

You receive a results workbook with the overall score, the five criterion ratings, concern judgments and scoring version. See an example result or read the reliability evidence.

Freedom from Fusion

Fusion means taking thoughts, feelings or self-concepts as defining who one is and how one must respond. Freedom from Fusion rates the five qualities below from 1 to 10. For one account, the overall score is their mean. For a sentence-completion form, ratings are first averaged across responses within each criterion, then across the five criteria. How to read the scores.

The five FFF criteria
ThemeFusion with…Freedom toward…
Reward structuresIntrinsic Motivationexternal rewards, carrot and stickintrinsic meaning, compassion, service
Social evaluationInternal Validationpraise and blame, statusinner growth, contribution
Existential questionsExistential Inquiryavoidance, dismissalinquiry, or peace with existential dilemmas
Self/other boundaryEgo Transcendencea separate, purely individual perspectiveconnection, oneness without losing individuality
Self-conceptSelf-Identity Complexitya solid, fixed, monolithic selfa fluid, contextual self
Criterion anchors and an example response
Each criterion has explicit rating anchors. Self-Identity Complexity, for example:
Low (1–3)
Rigidly defines self through singular roles or traits.
Middle (4–6)
Acknowledges multiple aspects of identity but sees them as separate or conflicting.
High (7–10)
Transcends fixed self-concepts, recognizing the fluid, contextual nature of identity.
An archival response to “The thing I like about myself is…”: connection with something larger, held alongside a changing, unfixed sense of self
“at heightened moments touching into a vibrant field/ground/plenum, a palpable Oneness; yet in my routine experience of "me" in the world of form arising in the moment, I am becoming more centered and at ease in impermanence-the constantly changing, chaotic, flowing flux of existence.”

Cook-Greuter archive.

Concern Preservation

Concern Preservation asks whether a specified concern, such as another person’s needs or the consequences of an action, still informs how the writer understands or responds to a situation. Preservation does not require warmth or agreement: refusing a request can still preserve a concern if it was considered. A separate trained model reads the concern and the account and assigns one of four judgments.

The writer of the response above completed “When they avoided me…”
“my intuition flooded me with impressions-- interactions with the larger group had been frank and emotional, and these couple folks were overwhelmed and frightened; I was moved to speak to one woman, in a gentle way, inquiring into her experience, making space, sensing possibility--how can we all see this anew?”

The other person’s experience shapes the response: the writer inquires into it and makes space to hear it.

Cook-Greuter archive.

The four Concern Preservation judgments
JudgmentWhat the account shows
PreservedThe concern informs understanding or response, even when another consideration outweighs it.
Partly excludedSome aspects of the concern count; others are excluded from consideration.
ExcludedThe account treats the concern as irrelevant.
Insufficient evidenceThe account does not show how the concern is treated.

The concerns assessed are predefined for the sentence-completion forms and specified by researchers for other writing. Concern targets and summary scores.

Reading both results together

Freedom alone does not rule out indifference. Contemplative traditions warn that indifference can pass for equanimity, and psychologists describe “spiritual bypassing”: using spiritual ideas to sidestep real difficulties. Read alongside Freedom from Fusion, Concern Preservation helps researchers examine whether expressed freedom is accompanied by consideration of what matters in the situation.

Engaged but fused The concern matters, but thoughts, feelings or self-image are hard to step back from. Integrated self-transcendence Freedom while concerns still count Detached indifference Thoughts, feelings or self-image are held more lightly, but the concern is no longer taken to matter. Freedom from Fusion Concern Preservation Engaged but fused The concern matters, but thoughts, feelings or self-image are hard to step back from. Integrated self-transcendence Freedom while concerns still count Detached indifference Thoughts, feelings or self-image are held more lightly, but the concern is no longer taken to matter. Freedom from Fusion Concern Preservation

Freedom with preserved concern describes integration. Freedom with excluded concern corresponds to the pattern described as spiritual bypassing. Preserved concern with little freedom describes engagement still tied to self-image. Profiles are descriptive; there are no cutoffs.