Learning to Recognize the Other's Purpose

Abstract

This is the fourth and final paper in the SAE Introduction to Learning series. The first three treated 11DD+12DD (memory and prediction), 13DD (scrutiny and error-correction), and 14DD (purpose-driven learning). This paper does not treat 15DD itself — 15DD is the faith layer (non dubito), beyond what education or argument can accomplish — but rather the bridge from 14DD to 15DD: learning to recognize that the other has a purpose independent of yours. The paper first argues that 14DD has a structural blind spot: once you have your own direction, you unconsciously interpret everyone else through it. It then argues that this interpretation must fail: the other's 14DD is not a variant of yours but an independent direction your framework structurally cannot contain. On this basis, the paper proposes that recognizing the other's independent 14DD is structural, not moral — it does not require assuming the other is benevolent, and includes detecting when the other's purpose is adverse to you. The paper gives particular attention to anti-colonization vigilance: those whose 14DD is not yet established are most vulnerable to being absorbed by another's strong 14DD, and the precondition for detecting this absorption is precisely recognizing that the other's 14DD is the other's own. The paper introduces charismatic leadership, naive realism, and mentoring literature as empirical calibration. It closes by pointing toward the Kingdom of Ends: people who have reached 15DD exist in the world, and if you are growing, they will not hide from you — but the door opens from the inside.

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1. The Natural Limit of 14DD

The previous paper established 14DD: through sustained 13DD scrutiny, you discovered the direction you could not exclude — your "cannot not." This direction anchored your 13DD, transforming negativity from meaningless attrition into directed clearing work. For the first time, you had a reason for learning that could not be reduced to "useful."

But 14DD, in solving one problem, creates another.

Once you have your own direction, you unconsciously use it to interpret everything — including other people. Those around you begin to be sorted: "what he does helps my direction," "I can't understand her choice — she probably hasn't thought it through," "his direction is the same as mine — we're on the same path." These judgments feel natural, but they share a common structure: the other's behavior has been subsumed into your 14DD framework; the other's purpose has been explained by yours.

This is not a 13DD problem (your scrutiny may be excellent), nor a 12DD problem (your information may be ample). It is a structural blind spot inherent to 14DD itself: you have a direction, the direction becomes your default coordinate system, and you unconsciously place everyone inside it.

2. The Failure of Predicting the Other

Using your 14DD framework to understand the other will, at some point, fail.

You thought you understood someone — thought you knew why they made that choice, thought you knew what they were thinking. Then they did something you could not have predicted. Not a small deviation, but a directional surprise: they abandoned what you thought they "should" persist in, or persisted in what you thought they "should" abandon.

This prediction failure is not because you are not smart enough, not because your 13DD is not strong enough. It is because your 14DD framework simply has no place for them. You have been using your "cannot not" to infer theirs — but theirs is different from yours.

The most precise counterpart in social cognition is naive realism. Ross and Ward (1996) systematically documented this tendency: people treat their own understanding of the world as objective reality, and when others understand differently, the default interpretation is not "they see a different world" but "they are uninformed, biased, or malicious." This tendency persists into adulthood and does not disappear with education or cognitive ability.

In SAE's language, naive realism is the projection of the 14DD framework: you treat your coordinate system as the only coordinate system, and when the other's behavior does not fit, you question the other rather than the system. The most common response is dimensional reduction: "he's crazy," "she's been brainwashed," "he hasn't thought it through" — directly denying the other possesses 14DD, reducing them to a malfunctioning 12DD machine. This is comfortable in the short term, but in the long run it causes your strategic engagement with them to fail repeatedly: you are modeling a 14DD-driven person with a 12DD template, and your predictions will be wrong again and again. Sustained failure is the only force that compels you to move up a level.

A meta-analysis of empathic accuracy (Sened et al. 2017) further shows that even when people do accurately understand the other's internal states, the contribution to relationship satisfaction is small — the overall correlation is approximately r ≈ .13. This effect size demonstrates not that understanding the other is difficult (though it is), but that even when achieved, its contribution to improving the relationship is limited. Understanding the other is not the core of 15DD — recognizing that the other has parts you cannot understand is. This is not anti-understanding, not a claim that one should not try to understand the other. It means: do not make "I have fully understood you" a precondition for recognition. What is opposed is not interpretation but totalization — fitting the other's entire purpose structure into your framework and declaring "I know you."

3. Recognizing the Other's Independent 14DD: Structural, Not Moral

After prediction failure, there are two paths.

The first is to repair your 14DD framework: "I predicted wrong because I don't know them well enough; once I know more, I can fit them into my framework." This path never works, because the other's 14DD is not a missing piece of your framework but something your framework structurally cannot contain. Your exclusion sequence works only on your own motivations; it cannot run on theirs.

The second path is recognition: they have their own "cannot not," that "cannot not" is independent of you, your framework does not need to contain it, you only need to acknowledge that it is there.

This recognition is structural, not moral. It does not require assuming the other is benevolent. Recognizing the other's independent 14DD means acknowledging they have their own direction — a direction that may be compatible with yours, may conflict with yours, or may be adverse to you. Recognition is not trust, not agreement, not approval. Recognition is: I see that you have a direction, and that direction is yours.

Precisely because you recognize the other's independent 14DD, you can accurately assess their behavior. Without recognition — if you insist on explaining all their behavior through your own framework — you will fail to see threats when their direction is adverse to you (because you assume compatibility), and feel offended when their direction has nothing to do with you (because you assume they should care about yours).

Detecting the other's adverse purpose requires first recognizing that the other has a purpose.

There is a deeper reason still. Even if you have the ability to instrumentalize the other — you are strong enough, smart enough to subsume them into your framework as a means — the endpoint of this path is instrumentalizing yourself. If you reduce the other's 14DD to "useful to me" or "not useful to me," you are running means-logic at the 14DD level. But 14DD's "cannot not" excludes means-logic by definition (the previous paper established this). This means you are executing an operation that contradicts the definition of your own 14DD — it is not that it will "eventually" erode your 14DD, but that the operation itself is already the erosion. You are not consistently running your own 14DD; your 14DD is being hollowed out by your own operation. Once means-logic enters the purpose layer, you will sooner or later ask the fatal question about your own "cannot not": "is this useful?" The moment you ask it, you have retreated from the Kingdom of Ends back to the Kingdom of Means. Instrumentalizing the other and instrumentalizing the self are not cause and effect; they are two faces of the same operation. Recognizing the other as an end protects not only the other but your own 14DD.

4. Anti-Colonization Vigilance

This is the most important section for readers whose 14DD is not yet fully established.

The previous paper discussed three forms of 14DD colonization (direction substitution, superego internalization, full-support resistance removal) from the perspective of the colonizing mechanism. This section analyzes from the receiving end: how do you recognize that you are being absorbed by another's 14DD?

A person with a strong 14DD near you will naturally attract. Their direction is clear, their action forceful, their very presence makes the world feel meaningful. You begin to see problems through their eyes, to feel that their direction is also your direction, to find in their framework the "cannot not" feeling you had been missing.

The charismatic leadership literature provides precise empirical support. Data from multiple studies converge on a consistent structural pattern. At the meta-analytic level (Xue et al. 2022), transformational leadership correlates positively with followers' intrinsic motivation (corrected ρ ≈ .37); with psychological empowerment the meta-analytic estimate is approximately r ≈ .40 — this looks beneficial. But Kark, Shamir, and Chen's (2003) classic field study (Israeli Defense Forces sample) reveals another face: transformational leadership correlates with personal identification at r ≈ .73 and with dependence at r ≈ .34. This means empowerment and dependence occur simultaneously. You feel yourself growing stronger (empowerment), while becoming more like them (identification) and less able to function without them (dependence). High satisfaction and low autonomy coexist perfectly.

The mentoring literature exhibits the same structure. Perceived mentor-protégé similarity correlates strongly with positive experiences (ρ ≈ .38 to .59): the more you feel your mentor resembles you, the better the relationship feels. But "resembling" can go in two directions: you may have been similar from the start (selection), or you may be becoming like them (assimilation). If the latter, your "cannot not" is being replaced by theirs, while what you experience is satisfaction and growth.

This is why anti-colonization vigilance requires recognizing the other's independent 14DD as a precondition. Only after you establish that "their direction is theirs, not mine" can you ask the critical question: is the direction I am following actually my "cannot not," or theirs?

The test is structurally isomorphic with the previous paper's sunk-cost test, but the object shifts from "the past" to "the other": if you strip away their influence — if they disappeared tomorrow, their framework, their validation, their direction all gone — does your "cannot not" remain? If not, what you experienced was their 14DD projected onto you, not your own.

This is not telling you to stay away from strong people. Those with strong 14DD can be the finest cultivators — they show you "so this is how one can live," deliver framework-level shocks to your 13DD, provide a reference point for your 14DD. But between cultivation and colonization lies a single line: cultivation is when their direction inspires you to seek your own; colonization is when their direction replaces your own. The tool for distinguishing this line is that question: if they were gone, would my "cannot not" still be here?

5. Three Levels of Tension

After recognizing the other's independent 14DD, things do not become easier. On the contrary, the real tension only now begins.

Level one: compression. Their "cannot not" and yours compete for the same space — time, energy, resources, attention. Neither is wrong. Both are doing what they cannot not do, but space is finite. This is the most everyday tension, present in nearly every intimate or collaborative relationship.

Level two: conflict. Their direction and yours are incompatible. Not resource competition, but the directions themselves point in different or even opposite ways. Both have been scrutinized by 13DD, both confirmed as "cannot not," but the two cannot coexist within a single framework.

Level three: opposition. Their direction is adverse to yours. Not because they intend harm (though they might), but because in pursuing their "cannot not," they objectively damage the conditions for realizing yours.

All three levels require prior recognition of the other's independent 14DD to be handled correctly. Without recognition: at level one you will misread structural competition as intentional aggression; at level two you will try to persuade them to change direction (colonizing the other); at level three you will fail to see the threat at all (because your framework contains no option for "they have a direction unrelated to mine").

6. Three Outputs

After recognizing the other's independent 14DD and identifying the level of tension, three outputs are possible.

Cooperation. The two directions can coexist, even reinforce each other. Both parties' 14DD remain intact; neither needs to abandon direction. This is the SAE Economics Series' true-C (genuine cooperation): two purposes meeting as purposes, neither reducing the other to a means.

Boundary. The two directions compress but can each be maintained. Neither cooperation nor separation is needed; what is needed is a clear boundary — your "cannot not" here, mine there, the space between negotiated. This is the mild version of honest-no-deal: not refusing the transaction, but acknowledging its limits.

No deal. The two directions are incompatible, or one is adverse to the other. Separation is the only honest output. The SAE Economics Series has established that no deal is a legitimate 15DD-level output, not a failure. "The conditions for cooperation do not obtain here" is itself a 15DD-level judgment, protecting both parties' 14DD from being forced into a framework that cannot hold them.

All three outputs rest on the same precondition: you have recognized the other's independent 14DD. Without this recognition, cooperation becomes colonization (you assume directional alignment while absorbing their direction), boundary becomes cold war (you cannot understand why they won't cooperate), and no deal becomes hostility (you feel they are opposing you, rather than having their own path).

7. The Last Threshold on the Bridge: Withdrawal of Recognition

The recognition described above — "they have their own 'cannot not,' and it is theirs" — is not difficult when things are calm. There is no conflict of interest, you are indifferent to their direction, you generously say "I respect your choice." This is not 15DD. This is politeness.

The real test is here: when their "cannot not" costs you something, do you still recognize it?

Their direction compressed your time. Their choice cost you an opportunity. Their persistence made you feel invisible. Their "cannot not" collided head-on with yours, and they will not yield — because it is their "cannot not," as non-negotiable as yours.

In this moment, you feel an almost irresistible impulse: to re-reduce them. "They're not really that serious." "They're selfish." "They haven't thought it through." The function of these judgments is to withdraw your prior recognition — to demote them from "a person with an independent 14DD" back to "a person who made a mistake within my coordinate system." Once demoted, you feel relief, because you no longer face the tension of two non-negotiable directions existing simultaneously.

The threshold of 15DD is here: not withdrawing. Not because you have figured it out, not because you have forgiven, not because you think they are right — but because you recognize their "cannot not" as theirs, and this recognition does not become invalid because it cost you.

This series does not teach you how to do this. It only brings you to this threshold and lets you see its shape. Whether you cross it is your own matter.

8. The Kingdom of Ends

At this point, the reader may feel that the world of 15DD is one of tension, conflict, and no deal.

It is not.

The SAE Economics Series established the existence of the Kingdom of Ends (particularly the distant observation argument in Paper 3, DOI: 10.5281/zenodo.19379412). The Kingdom of Ends is not a utopia — not a place where everyone is benevolent, mutually understanding, directionally compatible. The Kingdom of Ends is: there exist in the world people who have reached 15DD — they have their own "cannot not," they recognize yours as your own, they will not colonize you.

These people can recognize you. When you are doing your "cannot not," when your 14DD is genuine, scrutinized, and in action, they will see. They recognize you not by understanding your specific direction — 15DD does not require understanding the other's content — but by observing your structural posture in handling conflict: your refusal of false compromise, your insistence on honest no deal under compression, your refusal to treat the other as a means. What is recognized is not the content of the direction but the signature of its existence. They will not walk your path for you, but they will recognize that you are walking it, and sometimes they will come to help — not because you are "useful" to them, but because they recognize you as an end.

But the precondition is that you are growing. If you are growing, they will not hide from you. The Kingdom of Ends is not a charity — not "just wait, someone will come." That is 12DD dependence, not 15DD encounter. But neither is it "you must first prove yourself worthy" — that is means-logic. Rather: when you are walking according to your "cannot not," your structural posture itself changes your visibility. You do not need to find them. You only need to not stop.

The reverse also holds: if you are instrumentalizing others, people at 15DD will notice. This does not require anything dramatic on your part — a person who instrumentalizes others is blind to their 14DD, and this blindness is plainly visible to someone at 15DD. They will not confront you; they will quietly leave. You have not been expelled from the Kingdom of Ends; you have become invisible to it — you cannot see them, and they can no longer see you.

9. Predictions and Methodological Annotations

Strong structural hypotheses (logically well-argued, moderate-or-better empirical support):

(i) 14DD framework projection is a documentable cognitive bias. The naive realism literature systematically demonstrates that people treat their own understanding as objective reality, persisting into adulthood. The empathic accuracy meta-analysis shows that accurately understanding the other has limited impact on relationship satisfaction (r ≈ .13).

(ii) Empowerment and dependence can co-occur. The charismatic leadership literature shows that transformational leadership simultaneously correlates positively with empowerment (r ≈ .40) and with personal identification (r ≈ .73) / dependence (r ≈ .34). The coexistence of high satisfaction and low autonomy has direct quantitative support.

Moderate-strength structural hypotheses (logically clear, limited direct evidence):

(iii) The anti-colonization "strip their influence" test. Logically isomorphic with the previous paper's sunk-cost test, but no direct operationalized measurement instrument exists. The mentoring literature's strong correlation between perceived similarity (ρ ≈ .38–.59) and positive experiences provides indirect support, but the selection vs. assimilation distinction is nearly blank in longitudinal data.

(iv) Separation and redefinition phases in mentor-protégé relationships. The mentoring development literature acknowledges that the separation/redefinition phase is under-studied. Whether protégés develop independent direction after leaving a mentor currently lacks quantitative tracking.

Hypotheses awaiting verification (proposed here, no direct empirical counterpart):

(v) 14DD maturity as a predictor of colonization vulnerability. Those whose 14DD is not yet established are more likely to lose directional autonomy in the presence of a strong-14DD other. No study directly measures the interaction of 14DD maturity with mentoring dependence.

(vi) The structural precondition of recognizing the other's independent 14DD for the three outputs (cooperation, boundary, no deal). No empirical design directly tests whether, when this recognition precondition is absent, the three outputs systematically degrade into colonization, cold war, and hostility.

Methodological stance: This remains a model-building paper. Empirical materials calibrate the model's interface with the empirical world; they do not "prove" the model. This series' criterion is always: a priori leads, a posteriori assists, theorems determine.

10. Series Recovery

Four papers have walked a path.

11DD+12DD: how your brain remembers the world, how it predicts the world. Window periods, direct-write mode, the irreplaceability of the mother tongue. This is the foundation of learning.

13DD: how you scrutinize your own framework, dismantle structures that no longer hold, complete clearing work through pain. Negativity, yielding, the chisel. This is the method of learning.

14DD: how you discover your own direction — not "found" but "non-excludable." Cannot not, the locking principle, negating false constraints. This is the purpose of learning.

14DD → 15DD bridge: how you come to understand that the other has a direction independent of yours — not by understanding them, but by recognizing that you cannot fully understand them. Prediction failure, anti-colonization vigilance, tension, the Kingdom of Ends. This is the boundary of learning.

This series brings the reader to the door of 15DD. There are people outside. The door opens from the inside.

15DD itself — non dubito, recognizing the other's "cannot not" as the other's own and not withdrawing this recognition — is not something education can accomplish, not something a paper can argue. It is a practice. This series does not take that step for the reader.

Take it easy.

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References

SAE Series (Internal)

• Qin, H. (2025). Self-as-an-End Paper I: Systems, Emergence, and the Conditions of Personhood. DOI: 10.5281/zenodo.18528813
• Qin, H. (2025). Self-as-an-End Paper III: The DD Sequence and the Unfolding of Subjectivity. DOI: 10.5281/zenodo.18727327
• Qin, H. (2025). On the Remainder of Choice: A Meta-Theoretic Thesis on ZFC (ZFCρ Paper I). DOI: 10.5281/zenodo.18914682
• Qin, H. (2026). SAE Economics Series (6 papers). DOIs: 10.5281/zenodo.19358010–.19396633
• Qin, H. (2026). Introduction to SAE Learning, Part One: Memory and Prediction (11DD+12DD). DOI: 10.5281/zenodo.19426123
• Qin, H. (2026). Introduction to SAE Learning, Part Two: Scrutiny and Error-Correction (13DD). DOI: 10.5281/zenodo.19436811
• Qin, H. (2026). Introduction to SAE Learning, Part Three: Purpose-Driven Learning (14DD). DOI: 10.5281/zenodo.19490707
• Qin, H. (2026). SAE Methodology Paper VII: Negative Methodology — Via Negativa and the Formal Structure of Exclusion Principles. DOI: 10.5281/zenodo.19481305

Naive Realism and Social Cognition

• Ross, L., & Ward, A. (1996). Naive realism in everyday life: Implications for social conflict and misunderstanding. In T. Brown, E. S. Reed, & E. Turiel (Eds.), Values and Knowledge (pp. 103–135). Lawrence Erlbaum.
• Sened, H., Lavidor, M., Lazarus, G., Bar-Kalifa, E., Rafaeli, E., & Ickes, W. (2017). Empathic accuracy and relationship satisfaction: A meta-analytic review. Journal of Family Psychology, 31(6), 742–752.

Charismatic/Transformational Leadership and Follower Autonomy

• Kark, R., Shamir, B., & Chen, G. (2003). The two faces of transformational leadership: Empowerment and dependency. Journal of Applied Psychology, 88(2), 246–255.
• Xue, Y., Li, X., Wang, H., & Zhang, Q. (2022). A meta-analysis of leadership and intrinsic motivation: Examining relative importance and moderators. Frontiers in Psychology, 13, 941161.
• Lee, A., Willis, S., & Tian, A. W. (2018). Empowering leadership: A meta-analytic examination of incremental contribution, mediation, and moderation. Journal of Organizational Behavior, 39(3), 306–325.

Mentoring and Protégé Development

• Eby, L. T., Allen, T. D., Evans, S. C., Ng, T., & DuBois, D. L. (2008). Does mentoring matter? A multidisciplinary meta-analysis comparing mentored and non-mentored individuals. Journal of Vocational Behavior, 72(2), 254–267.
• Eby, L. T., McManus, S. E., Simon, S. A., & Russell, J. E. A. (2000). The protégé's perspective regarding negative mentoring experiences: The development of a taxonomy. Journal of Vocational Behavior, 57(1), 1–21.

Self-Determination Theory (Interface)

• Deci, E. L., & Ryan, R. M. (2000). The "what" and "why" of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11(4), 227–268.