Independent Research • Six Layer Framework

UNITE Articles

A growing library of theory explanations, edge cases, applications, validation notes, and objections around UNITE and ECAI.

UNITE Article Library

This section is the beginning of a dedicated research article hub around UNITE, ECAI, and the wider six-layer framework. These articles are designed to make the theory easier to approach, easier to challenge, and easier to apply.

Featured Articles

Why human emotion theory is still unresolved

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why circular emotion definitions block progress

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why UNITE is a foundational theory, not a sentiment model

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why Subject 1 only needs to be human in UNITE

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How UNITE extends beyond human to non-human targets

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why Stockholm syndrome is a decisive test case

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why depression remains poorly understood

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why AI inherits human ignorance about emotions

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

What makes UNITE non-circular

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

What makes UNITE quantitative

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How E, G/B, and P create emotional structure

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How relational direction emerges in UNITE

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How intensity emerges in UNITE

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why romantic love theories remain narrow

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why UNITE matters for emotionally adaptive AI

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How UNITE can improve retention and reduce churn

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How UNITE can model trust trajectories

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why current AI can appear emotionally conscious

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

What public validation already exists for UNITE

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

What the 1,000,000-case simulation signifies

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why citable real-world cases matter

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why constructed cases still matter in validation

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How to interpret positive vs negative emotional direction

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How to interpret mild vs high intensity

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How UNITE differs from traditional psychology taxonomies

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How UNITE can apply to pets, objects, causes, and spirits

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

How a public calculator can demonstrate structural consistency

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why a universal theory must survive hard cases

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why ECAI is only the public layer of a larger implementation stack

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.

Why UNITE deserves a new research program

Minimum 500-word explainer article built around the UNITE research program, objections, validation, and applications.