Questions

About the model, the math, the tools, and the research.

The Model
What is Inner Attractors?
Inner Attractors is an interactive scientific visualization tool that implements the EOC (Engagement-Openness-Consolidation) model, a three-variable dynamical system for understanding psychological transition dynamics. The system is mathematically identical to the Lorenz attractor. The site allows you to explore the attractor in 3D, manipulate its parameters in real time, and see how the mathematics of chaos theory maps onto the process of personal change.
What is the EOC model?
The EOC model is a system of three coupled ordinary differential equations describing how Engagement (approach vs. withdrawal), Openness (plasticity vs. rigidity), and Consolidation (pattern formation vs. dissolution) interact during psychological transitions. With the substitution E=x, O=y, C=z, the system is mathematically identical to Lorenz (1963). The conjecture is that this coupling topology captures the essential feedback structure governing how people change near critical reorganization episodes.
Is this claiming the human psyche is a Lorenz system?
No. The claim is more specific and more cautious: near major psychological transitions, a minimal set of order parameters may locally exhibit Lorenz-type dynamics. The epistemological status is a plausible reduced-model conjecture consistent with the nonlinear psychotherapy literature. The model generates six testable predictions that can be evaluated empirically.
What are the two wings of the attractor?
The two wings represent two distinct behavioral patterns. The defense wing (negative E, negative O) corresponds to withdrawal, rigidity, and defensive pattern consolidation. The growth wing (positive E, positive O) corresponds to approach, plasticity, and adaptive pattern consolidation. Both wings share the same consolidation value at equilibrium. What differs is the character of what is consolidated, not the degree.
What is sensitive dependence on initial conditions?
In the chaotic regime, two trajectories starting from nearly identical points diverge exponentially over time. Applied to the EOC model, this means two people entering the same difficult period with nearly identical histories and resources can end up in completely different attractor wings. The difference between their starting conditions may be too small to identify in advance. This is a structural property of deterministic chaos that places a principled bound on the predictability of individual outcomes.
Can this model predict individual therapeutic outcomes?
Not for specific individuals, and this is by design. The model predicts the topology of possible outcomes: which dynamical regimes exist, where the thresholds are, what kinds of transitions are possible, and what structural factors favor consolidation. But sensitive dependence on initial conditions means the specific wing a given person occupies after a chaotic episode is fundamentally unpredictable. The model offers a landscape, not a GPS route.
The Math
What is the Lorenz attractor?
The Lorenz attractor is a three-dimensional mathematical structure discovered by meteorologist Edward Lorenz in 1963. It is the prototypical strange attractor: a trajectory that never repeats, never settles, and never escapes to infinity, instead tracing an endlessly varying path around two lobes. The same mathematical structure has since been found in lasers, chemical oscillators, ecological models, and electrical circuits, demonstrating that the topology is not specific to any physical substrate.
Why was the Lorenz system chosen instead of another chaotic system?
Three reasons. First, it is the simplest three-dimensional chaotic system with two attractor wings, which map naturally onto two behavioral states. Second, the Lorenz coupling topology is substrate-independent, appearing across multiple physical domains. Third, it is the canonical result of Haken's dimensional reduction near subcritical Hopf bifurcations, making it the natural candidate when the slaving principle licenses a three-variable reduction.
What is the subcritical Hopf bifurcation and why does it matter?
The Hopf bifurcation at ρ ≈ 24.74 is the threshold where the two stable fixed points lose stability permanently and the system enters sustained chaos. The term "subcritical" means there is no stable limit cycle waiting at the threshold; the system falls directly onto the strange attractor. However, the transition is not instantaneous. In a narrow band below the threshold, beginning around ρ ≈ 23.5, transient episodes of wing-switching appear and grow progressively longer and more frequent. The system destabilizes gradually before the final threshold is crossed. What matters most clinically is the hysteresis: the path back to stability requires dropping ρ well below the threshold, not just retreating to its edge. Crises build gradually but do not resolve simply by reducing the pressure to the level that initiated them.
What do sigma, rho, and beta represent?
Sigma (σ) is the engagement tracking rate: how quickly engagement adjusts to openness. Rho (ρ) is the driving intensity: total perturbation pressure — the control parameter that determines the system's qualitative regime. Beta (β) is the consolidation decay rate: how quickly patterns erode without reinforcement. Low beta means durable change; high beta means fragile change.
What are the six testable predictions?
(1) Subcritical dead zone: no sustained change below a threshold regardless of treatment duration. (2) Overwhelm threshold: system oscillates without consolidating above a second threshold. (3) The product of engagement and openness outperforms their sum in predicting durable gains. (4) Opposite-sign quadrants predict specific failure modes. (5) Higher consolidation decay predicts faster relapse. (6) Stronger therapeutic alliance biases residence toward the growth wing.
What are the four clinical quadrants?
The bilinear EO product creates four quadrants: Adaptive Growth (+E, +O): engaged and open, new patterns form. Defensive Crystallization (−E, −O): avoidant and rigid, defensive patterns harden. Lost Breakthrough (−E, +O): open but disengaged, a breakthrough that fails to be retained. Therapeutic Stagnation (+E, −O): engaged but rigid, the client who shows up but never changes. Only the positive-product quadrants build consolidation.
What is the therapeutic window?
The model predicts an optimal range of therapeutic intensity (ρ), bounded below by a subcritical threshold where nothing happens and above by an overwhelm threshold where the system cannot consolidate. Effective therapeutic work operates within this window: enough challenge to destabilize entrenched patterns, not so much that the system cannot reorganize.
The Tools
How do I use the Explore pages?
The Cycle shows the attractor responding to a cycling driving intensity — watch for wing transitions in the synchronized panels. The Controls gives you direct control over all three parameters via sliders. Click COMPUTE after changing parameters, then ANIMATE to watch the trajectory. Toggle the second trajectory to see sensitive dependence on initial conditions in real time.
What integration method is used for the computations?
All trajectory computations use fourth-order Runge-Kutta (RK4) integration with step size dt=0.005 and downsampling for display. The Lyapunov exponent is computed via the standard renormalization method. Desktop browsers use Web Workers for computation; mobile browsers use a main-thread fallback.
The Research
Who created Inner Attractors?
Inner Attractors was created by Scott Johnson (professor of Earth Sciences) in collaboration with Claude (Anthropic) through Inner Exploration Labs.
Is the EOC model published?
The formal manuscript, "Engagement, Openness, and Consolidation: A Three-Variable Dynamical System for Psychological Transition" (Johnson, in preparation), is being prepared for submission to Frontiers in Psychology. The model was developed through Inner Exploration Labs with AI collaborators acknowledged in the manuscript.
How does this relate to Schiepek's work?
Schiepek and colleagues developed the most comprehensive computational model of psychotherapy dynamics: a five-variable system producing chaotic fluctuations and phase transitions consistent with clinical data. The EOC model builds on this empirical foundation while reducing dimensionality from five to three, making the attractor directly visualizable. The reduction is justified by Haken's slaving principle.
How does Haken's synergetics apply here?
Haken's synergetics provides the formal justification for dimensional reduction. The slaving principle states that near critical transitions, complex systems reduce to a few slow order parameters. This licenses seeking a three-variable reduction of higher-dimensional psychotherapy models. Haken also demonstrated (1975) that the Lorenz coupling topology appears in laser dynamics, establishing substrate independence.
How does catastrophe theory relate to this work?
René Thom's catastrophe theory (1972) was the first formal mathematical framework for modeling discontinuous behavioral transitions. Its rapid adoption across the social sciences outpaced the available data, and the resulting skepticism slowed progress in mathematical approaches to psychology. The EOC model learns from that history by scoping its claims carefully and generating specific, testable predictions.
What are the limitations of the model?
Five main limitations: Equation 1 is the least empirically grounded; the three-variable reduction has not been directly verified with clinical data; the model is deterministic while real dynamics include stochastic elements; quantitative parameter estimation for individuals is not yet feasible; and the bilinear EO product may not capture the true functional form of the co-occurrence requirement.
What is Inner Exploration Labs?
Inner Exploration Labs (innerexplore.com) applies transformation dynamics, Jungian depth psychology, Eastern Wisdom traditions, dynamical systems theory, and AI to inner development. Inner Attractors is one of several tools, alongside the Transformation Deck (transformdeck.com), Shadow Journal (knowyourshadow.com), and MyDreams (unlockmydreams.com).