RealEI — Real Emotional Intelligence Layer for Language Models: Theoretical Foundations

RealEI (Real Emotional Intelligence) is a theoretical framework proposing that Large Language Models currently receive only the finalized prompt — the polished output of a cognitive and emotional process the model never observes. This working paper series introduces the Linguistic Significance Unit (LSU), the Non-Information Unit (NIU), the Bridge of Thoughts, and the Existential Context Layer as foundational constructs for a new paradigm of human-model interaction — from transactional assistance to relational presence. Four theoretical layers are addressed: linguistic, cognitive, computational, and ethical.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-23
DOI
https://doi.org/10.5281/zenodo.20356192
Primary Topic
Psychiatry, Mental Health, Neuroscience
Type
article
Field-Weighted Citation Impact
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article

RealEI — Real Emotional Intelligence Layer for Language Models: Theoretical Foundations

Márcio Farias
Zenodo (CERN European Organization for Nuclear Research)
Psychiatry, Mental Health, Neuroscience
article

RealEI — Real Emotional Intelligence Layer for Language Models: Theoretical Foundations

Márcio Farias
article en

Abstract

RealEI (Real Emotional Intelligence) is a theoretical framework proposing that Large Language Models currently receive only the finalized prompt — the polished output of a cognitive and emotional process the model never observes. This working paper series introduces the Linguistic Significance Unit (LSU), the Non-Information Unit (NIU), the Bridge of Thoughts, and the Existential Context Layer as foundational constructs for a new paradigm of human-model interaction — from transactional assistance to relational presence. Four theoretical layers are addressed: linguistic, cognitive, computational, and ethical.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 3%
Psychiatry, Mental Health, Neuroscience
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RealEI — Real Emotional Intelligence Layer for Language Models: Theoretical Foundations — Márcio Farias · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS