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The Ground That Shifts: How Oscillation Undermines Change, and What to Stabilize First

Knowing where someone is matters less than knowing where they can move. This research validates that computed centering paths — algorithmically generated sequences of gateway activations — measurably improve coherence when followed in the recommended order. Oscillation emerges as the single strongest predictor of coherence trajectory, making stabilization the critical first step in any growth plan.

Icosa Research · 19 min read

The Week That Disappears

A common clinical phenomenon: a therapy session produces genuine insight about a longstanding pattern. The client leaves with a clear sense that something has shifted. By the end of the week, the insight has dissipated entirely, as though the session never happened. The pattern returns, sometimes stronger. The following week, neither client nor therapist can account for what happened in between.

This phenomenon has nothing to do with effort, resistance, lack of follow-through, or treatment failure. Across a computational study of over 10,000 personality profiles, one structural feature predicted overall personality integration more powerfully than any other path-level metric: oscillation. Centers that can’t settle, swinging between opposite dysfunctional states rather than stabilizing in either direction, account for roughly a third of what determines whether someone’s system holds together. And when those oscillating centers sit near the places where therapeutic work is happening, they pull the rug out from under every gain.

Understanding how this works (mechanically, structurally, in the felt texture of daily life) changes what it means to plan a path through change.

Twenty Centers, Two Axes, One System

The Icosa model maps personality across 20 centers, each one the intersection of a Capacity, how you process experience, and a Domain, where you experience it. The four Capacities form a processing cycle: Open (receiving), Focus (discerning), Bond (connecting), Move (expressing). The five Domains form a developmental sequence: Physical, Emotional, Mental, Relational, Spiritual. Where Open meets Emotional, you get Empathy, your Capacity to receive emotional information. Where Move meets Mental, you get Agency, your Capacity to act on what you know. Where Bond meets Relational, you get Belonging, your Capacity to connect within relationship.

Each center carries two independent scores: how the Capacity is flowing (under-expressed, centered, or over-expressed) and what condition the Domain is in (under, centered, or over). That gives nine possible states per center. Coherence (the model’s 0–100 measure of overall personality integration) emerges from how well all 20 centers coordinate. It’s classified into five bands: Crisis (0–29), Overwhelmed (30–43), Struggling (44–64), Steady (65–79), Thriving (80–100).

A Centering Path is the system’s computed intervention sequence: which center to shift first, in what direction, and why that particular order maximizes Coherence gain. The algorithm follows a priority hierarchy: unlock closed Gateways first (the nine structurally critical centers that control cascade effects across the system), then disrupt Basins (stable multi-center attractor states that resist change), then break Traps (self-reinforcing feedback loops at individual centers), then target direct improvement.

PriorityStart HereWhyExpected Gain
1Nearest activated Gateway2.4× leverage multiplier+4.3 pts/step
2Hot core center (if off-centered)Structural centrality+3.1 pts/step
3Most off-centered centerImmediate relief+2.2 pts/step
4Cluster edgeContain spreading imbalance+1.8 pts/step

That hierarchy is sound. The number of centered centers predicts Coherence at r = 0.48 across the full sample, nearly a quarter of what determines integration traces back to a countable, trackable number. The algorithm’s foundational logic (moving centers toward their Capacity-specific targets) rests on a validated structural relationship.

But the hierarchy assumes the system is stable enough to hold each step as it’s built, and that assumption is where the story gets complicated.

The Centers That Can’t Pick a Side

A Trap is a center locked in one dysfunctional state. Rumination is Focus stuck in an over-expressed loop in the Mental Domain, the thoughts won’t stop, and the escape route runs through the Body Gate. That’s a stable problem. Predictable. You can plan around it because you know what you’re working with.

Oscillation is different. An oscillating center isn’t stuck high or stuck low. It swings between the two. Both the under-expressed and over-expressed signals are elevated simultaneously, the center lurches between opposite dysfunctional states without settling into either.

At Embrace, which is where Bond meets Emotional, oscillation looks like alternating between emotional shutdown and emotional flooding. One week you can’t feel anything; the next week everything hits you at once. At Agency, Move meeting Mental, it’s the cycle between decisional paralysis and impulsive action. You can’t commit to anything, then suddenly make a choice just to end the discomfort of indecision. At Intimacy, Open meeting Relational, it’s withdrawing from connection and then overattaching, pulling back and then reaching out too hard.

These aren’t stable problems. The ground keeps shifting.

The study measured oscillation count (how many of the 20 centers were oscillating in each profile) and correlated it with Coherence. The relationship was rₛ = −0.58, p < .001. That’s a large effect. Oscillation count explained 34% of the variance in personality integration. For anyone trying to understand why someone’s Coherence is low, knowing how many centers are oscillating gets roughly a third of the way to an answer, from a single number.

Over half the profiles in the sample had three or four oscillating centers. This is a common pattern, not a fringe one, and it degrades integration broadly across the entire system.

Why Last Week’s Insight Evaporates

The mechanism works like this. Picture a profile where the Discernment Gate (Focus meeting Emotional) is the top intervention priority. Opening it would unlock escape routes for five different Traps, including Emotional Flooding, Emotional Shutdown, and Identity Rigidity. The Centering Path says: start here.

But Empathy (Open meeting Emotional, one position away in the same column) is oscillating. The person’s Capacity to receive emotional input keeps swinging between numbness and flooding.

The therapeutic work on emotional discernment is happening while the adjacent center (the one that feeds emotional material into the system) cycles between delivering nothing and delivering everything. Some weeks the work on emotional clarity really seems to land. The person leaves the session with genuine differentiation: they can tell anxiety from excitement, grief from emptiness. Then the Empathy oscillation swings back toward flooding, and the Discernment Gate gets overwhelmed with more emotional input than it can process. Or it swings toward numbness, and the gate starves, with nothing left to discern.

Clinically, this looks like sessions where real progress alternates with sessions where that progress has dissolved. The therapist wonders what happened between sessions. The client feels like they’re failing at something they briefly succeeded at. Neither of them is wrong about what they’re observing. But the explanation isn’t relational or motivational, it’s structural. The oscillation at the adjacent center keeps pulling the rug out from under the work happening next door.

The insight was real. It just can’t consolidate when the input keeps flipping between nothing and everything.

What the Path Algorithm Gets Right, and What It Misses

The Centering Path algorithm’s priority hierarchy is empirically validated: Gateways first, then Basins, then Traps, then direct improvement. The centering-logic study confirmed that each center moving into its optimal range contributes proportional gains in overall integration. The practical-translation study showed that the health of structurally central centers (hot core health) predicts how many centers reach their optimal state, with a medium effect (r = 0.40, accounting for 16% of the variance). When the core is healthy, the whole system benefits. Change propagates from the center outward.

The path-efficiency study demonstrated something equally important: computing two paths instead of one expands the available intervention space by 73% (t = 148.13, p < .001, d = 2.077, one of the largest effects in the entire research program). The second path doesn’t retread the first. It reaches structurally independent regions of the profile, giving clinicians a genuine alternative entry point when the mathematically optimal starting place doesn’t match where the person can actually do work right now.

So the algorithm knows where to go. It knows the structural dependencies. It can compute multiple routes. What it hasn’t yet incorporated is the finding that oscillation, bidirectional instability at individual centers, is the single strongest path-level predictor of whether the system can hold the gains each step produces.

Current path algorithms treat oscillation as a background condition. The data argue for elevating it into the priority hierarchy, particularly when oscillating centers coincide with Gateway positions. Resolving bidirectional instability before attempting structural reorganization should produce more durable outcomes, a prediction that’s directly testable.

The Terrain of Growth Is Not One-Dimensional

If oscillation is the dominant barrier, the remaining path metrics might be expected to cluster around it, as different ways of measuring the same underlying problem. They don’t.

A principal component analysis of five path metrics (single path count, dual path count, milestone count, oscillation count, and compensation count) found four effective dimensions accounting for 96.8% of the variance. That’s nearly full-rank. The five metrics are close to orthogonal. Each one carries information the others don’t.

A profile can have lots of available single paths, many possible entry points for change, but very few oscillations, meaning the path forward is relatively stable. Or a profile with few paths but high milestones, meaning fewer options but each one crosses a major structural threshold like a Gateway opening or a Basin disruption. Or high compensations paired with low oscillations: a complex intervention sequence that keeps rippling outward, but without the back-and-forth instability.

These aren’t minor statistical distinctions. They describe different experiences of what it’s like to be in the process of changing. A high-milestone, low-oscillation path feels like climbing a staircase: each step is effortful but solid. A low-milestone, high-oscillation path feels like trying to walk on a waterbed, the surface keeps moving under you regardless of direction.

The growth-trajectories study also found that the dynamics trajectory metric, which measures overall directional movement along a Centering Path, correlates negatively with Coherence (r = −0.12). Higher trajectory values appeared in profiles with lower integration. The people the system identified as having the most room to move were the ones who were, structurally speaking, the least integrated. Trajectory measures how much structural change is available (how many Gateways are closed and could be opened, how many Basins are holding the system in place and could be disrupted) rather than how healthy someone is. Think of it less like a speedometer and more like a topographic survey: it tells you how much terrain there is to cover, not how far you’ve already come.

And dynamics momentum (how rapidly the system projects Coherence gains would accumulate) has zero relationship to how many paths are available (r = −0.01, p = .378). How fast you’re changing tells you nothing about how many distinct intervention options exist. Momentum is a global property; path availability is local, depending on which specific Gateways are open and which Basins are active.

The Weather and the Mountains

One more piece of the mechanism: the dynamic overlay patterns that describe how your system moves moment to moment (whether disturbance cascades from one center to its neighbors, whether centers cycle between states) are almost entirely independent of the structural path constructs.

Cascade dynamics correlated with Trap count at r = 0.09. Cycling dynamics predicted path oscillation at r = 0.06. Both reached statistical significance with a sample this large, but both accounted for less than 1% of the variance. In practical terms, knowing how much your system cascades tells you almost nothing about how many Traps you’re carrying. Knowing how much it cycles tells you almost nothing about whether your Centering Path will oscillate.

This is the difference between weather and terrain. Cascade is the ripple effect: you get harsh feedback at work and by evening you’re withdrawn from your partner, your body is tense, you can’t focus. That’s disturbance propagating through the system. It describes the texture of your daily experience. But it doesn’t predict where the structural knots are, or how the intervention sequence will behave.

The Traps, Basins, Gateways, and oscillation patterns are the terrain. They describe where the system is stuck, what holds it in place, and what sequence of shifts would move it toward greater integration. The overlay dynamics and the path constructs are parallel channels of information, not chapters of the same story. Working on your cascade pattern won’t automatically resolve your Traps. Resolving Traps won’t automatically calm your cycling. They’re different aspects of the system, requiring different kinds of attention.

This independence is actually good news. Two independent channels of information from a single assessment are more useful than two correlated channels saying the same thing in different words.

Three Profiles, Three Landscapes

The Oscillating Core. Coherence: 28 (Crisis band). Three oscillating centers: Empathy, Identity (Bond × Mental), and Passion (Move × Emotional). Eight active Traps. Five active Basins including Affective Shutdown and Bond Rupture. The Discernment Gate is closed.

The standard Centering Path identifies the Discernment Gate as the highest-priority intervention, since opening it would create escape routes for five Traps. But Empathy, one position away, is oscillating. Working on emotional discernment while emotional input cycles between numbness and flooding is like trying to tune a radio while someone keeps switching the antenna between channels.

The modified approach stabilizes Empathy first, grounding the Capacity to receive emotional input so it stops cycling, before targeting Discernment for unlocking. Then Identity stabilization, so the sense of self isn’t swinging between dissolution and rigidity before relational work begins. Same destination. Different route. The oscillation-first sequencing should produce fewer of those weeks where last session’s gains seem to have evaporated.

The Structurally Constrained. Coherence: 38 (Overwhelmed band). Low oscillation count, with only one center cycling. But the Body Gate and Choice Gate are both closed, and an Analysis Stall Basin is active: Discernment and Acuity over-engaged (stuck in analytical overdrive), Passion and Vitality under-engaged (no energy to act on all that analysis). Hot core health is low. Centered count: zero out of twenty.

This profile has few available single-step paths, not because there’s limited room for growth, but because the Basin configuration constrains what individual moves can accomplish. Shifting one center in isolation doesn’t produce a net gain when the surrounding centers maintain the pattern. The Centering Path starts with the Body Gate, specifically Sensitivity (the Capacity to physically receive experience), because that Gate’s closed status blocks escape routes for ten Traps. Step two targets the Discernment Gate. Step three reaches the Choice Gate, where the path predicts a therapeutic valley: disrupting the Analysis Stall Basin will temporarily increase distress as the cognitive control that’s been keeping things organized (at the cost of keeping things stuck) releases before a new equilibrium forms.

The low oscillation count is actually encouraging here. It means the path, once started, should hold each step relatively well. The challenge isn’t instability, it’s structural depth. The work is concentrated at a few high-impact thresholds rather than distributed across many small moves.

The Distributed Landscape. Coherence: 47 (Struggling band). Moderate oscillation, with two centers cycling. Eight available single paths and three dual paths. High milestone count. The Feeling Gate and Discernment Gate are both closed, with the Choice Gate partial. Two Basins active: Affective Shutdown and Detached Surveillance (Discernment and Acuity running high while Embrace and Belonging stay suppressed, producing hypervigilant observation without relational connection).

Dual-path computation gives this profile twelve total intervention steps across both paths. The first path starts with the Choice Gate, already partial, closest to opening, and offering the highest mathematical leverage. The second path enters through the Feeling Gate, going directly to the Bond Capacity row where Affective Shutdown operates. Instead of approaching emotional access through cognition, it starts with connecting, belonging, embracing.

If this person processes well through thinking but freezes when asked to feel, the first path builds on existing strengths. If they’re exhausted by their own analysis and hungry for connection they can’t access, the second path starts where the ache is. Having both paths means knowing there are two structurally sound routes, and choosing the one that matches where they actually are right now.

The two oscillating centers need attention before either path can fully consolidate. But with only two cycling (compared to the first profile’s three), the stabilization phase is shorter, and the dual-path flexibility means the clinician can route around the oscillation rather than through it.

What Counting Steps Won’t Tell You

One finding that reshapes how Centering Plans should be read: the number of available intervention steps bears almost no relationship to clinical severity. Across the full sample, the correlation between path count and clinical urgency was rₛ = −0.07, essentially statistical noise. A profile in the Crisis band generates roughly the same number of steps as one in the Steady band.

This matters because the intuitive assumption that more steps means more problems is wrong. What distinguishes a Crisis profile from a Steady one isn’t how many steps the path contains, but what those steps target. A Crisis profile’s first three steps might target closed Gateways (the Body Gate, the Choice Gate, the Discernment Gate) while a Steady profile’s steps target periphery centers that are slightly off-balance. Same number of steps. Completely different structural meaning.

It’s the difference between two repair lists. One says: replace foundation, rebuild load-bearing wall, fix roof. The other says: repaint bedroom, adjust cabinet hinge, tighten faucet. Both have three items.

The milestone count (how many structurally meaningful thresholds the path crosses) also showed only a modest relationship with Coherence (r = 0.24, about 6% of shared variance). A profile with eighteen milestones and one with four can sit in the same Coherence band. Eighteen milestones means the dysfunction is distributed, with lots of discrete points where a targeted shift can move the needle. Four milestones means it’s concentrated, a few tightly interconnected structures holding everything in place. Neither is better or worse. They’re different topographies, and the intervention approach should match.

The Structural Logic Beneath the Sequence

Pull the findings together and a clear mechanism emerges.

The Centering Path algorithm works. Computed paths produce massive improvement in moving centers from off-centered to centered states (t = 148.13, d = 2.077 for dual-path expansion). The algorithm’s priority logic is sound: Centering Plan step quality correlates with Coherence gain (r = 0.48). Core structural health predicts how many centers reach their optimal state (r = 0.40). The math is doing what it should.

But the single strongest path-level predictor of whether the system actually integrates isn’t which Gateway you open first or how many Basins you disrupt, it’s whether the centers along the path can hold still long enough for each step to consolidate. Oscillation count explains 34% of Coherence variance, more than any other path metric and by a wide margin.

This positions oscillation stabilization as a candidate for elevation into the algorithm’s priority hierarchy, alongside Gateway unlocking and Basin disruption. The current sequence (Gateways first, then Basins, then Traps, then direct improvement) may need a preliminary layer: stabilize oscillating centers, especially those that coincide with Gateway positions or sit adjacent to them, before attempting the structural reorganization that the rest of the path depends on.

Meanwhile, the features one might expect to matter, overlay dynamics, compensation patterns, raw path length, carry minimal signal. Overlay effects are negligible (r = 0.06–0.09). Compensation count is null (r = 0.01). Path length shows a small negative relationship with trajectory (r = −0.12); longer paths aren’t necessarily worse, they just reflect more structural terrain to cover. These nulls are informative. They mean the path algorithm’s core logic is what matters: Gateway-first, Basin-disruption, oscillation-aware sequencing. Layered adjustments add noise, not signal.

Connecting to the Broader Architecture

The Centering Paths findings don’t exist in isolation. They connect to structural properties established across the broader Icosa research program.

The Constructs family of studies establishes why Gateways and Basins matter in the first place. Basins correlate with Coherence at rₛ = −0.64, a strong inverse relationship confirming that these multi-center attractor states are the primary structural drag on integration. The nine Gateways function as independent channels that unlock or constrain broad regions of the system. When the Centering Path algorithm prioritizes Gateway unlocking and Basin disruption, it’s targeting the constructs that the structural research identifies as most consequential.

The Coherence family validates the optimization target itself. Coherence is computed through a five-layer formula that correlates at r = 0.81 with its component structure, a strong relationship confirming that the composite score captures genuine integration rather than statistical artifact. When a Centering Path maximizes Coherence gain at each step, it’s optimizing against a measure that the broader research program has validated as structurally meaningful.

The Clinical family’s practical-translation work (r = 0.40 for core health predicting centered count) confirms that Centering Plans (the clinical output of the path algorithm) carry information that maps to real structural relationships. The translational bridge runs through core structural health, not raw path enumeration. This validates the clinical presentation strategy: foreground which Gateways are closed, which Basins resist change, and where therapeutic valleys are predicted. That structural narrative is what carries the signal.

What You Can Do With This

If you’ve taken an Icosa assessment, your profile shows which centers are oscillating and how many. A high oscillation count, three or four centers, doesn’t mean you’re beyond help. It means the sequence of work matters more for you than for someone with stable dysfunction.

For someone with low oscillation and a few clear Traps, the Centering Path can go straight for the Gateways. Open the Body Gate, break the somatic Traps, build from there. The system is stable enough to hold each step as it’s built.

For a high-oscillation profile, the path needs a preliminary phase: stabilize the oscillating centers first. Ground the ones that are swinging before you try to open the ones that are closed. It’s the difference between building on solid ground and building on an unstable surface.

If you’re working with a therapist who uses Icosa Atlas, the oscillation data explain something specific about your experience of change. Those weeks where last session’s progress seems to have vanished aren’t evidence that the work isn’t real. They’re evidence that an adjacent center is cycling, and the gain can’t consolidate until that cycling steadies. Naming that pattern, seeing it as structural rather than personal, changes the relationship to the unevenness. The system wasn’t stable enough yet to keep the insight, which is a different thing entirely from failing to hold it.

The Timeline can track whether oscillation has resolved through incremental assessment updates. If initial stabilization work succeeded, the updated profile confirms reduced oscillation and the clinician proceeds to Gateway unlocking with structural confidence. If oscillation persists, the Timeline redirects attention before further investment in downstream interventions that the oscillation would erode.

What This Changes

The insight that disappears between sessions isn’t evidence of failing at change. The week where last session’s progress evaporates isn’t proof that therapy isn’t working. If oscillation accounts for a third of what determines whether your personality system holds together, then those weeks where the ground shifts under you aren’t aberrations; they’re structural information. They’re telling you something specific: this center can’t settle yet, and trying to build on top of it produces gains that won’t consolidate.

This understanding enables precision. The value lies not just in knowing what needs to change (most people know they need better emotional regulation, deeper relational connection, more embodied presence), but knowing what sequence produces durable gains and what sequence encounters structural resistance that looks like personal failure but isn’t. When your Centering Plan identifies three oscillating centers before the algorithm ever touches a Gateway, that’s a map, not bad news. It tells you where the instability is, what’s adjacent to it, and why the work needs to start with grounding those centers before unlocking the ones downstream.

The Centering Path system computes where to go next, in what order, with predicted valleys and alternative routes when the first path meets resistance. The dual-path expansion means there are two structurally sound ways forward (cognitive entry or emotional entry, relational connection or somatic grounding) and the choice between them isn’t arbitrary. It’s clinical, grounded in where you actually are right now and what you can actually work with. The oscillation data explain why some gains hold and others dissolve. The centered count gives you a number you can track session by session that measures structural progress, not just symptom relief. The therapeutic valleys the algorithm predicts (the weeks where disrupting a Basin temporarily increases distress before a new equilibrium forms) are named in advance, so when they happen you know it’s not a setback but a predicted phase of structural reorganization.

What this research establishes is that the ground beneath change isn’t uniform. Some terrain is solid; some shifts. Knowing which is which (and starting with stabilization when the ground won’t hold) is the difference between progress that compounds and progress that keeps disappearing by Thursday.