The problem with positive, negative, neutral

Standard sentiment analysis collapses everything to a single dimension. Positive. Negative. Neutral. Useless for anything that requires nuance.

Two messages can score identically positive — one written with warmth and genuine certainty, another with cold precision and veiled pressure. Standard sentiment cannot tell them apart. A neurodivergent reader processing the second message may not articulate why it feels wrong — they just know it does.

SpectralBinary makes the difference visible. Not as a label. As a coordinate.

The five axes

Every piece of text produces five normalised scores between 0.00 and 0.99. Together they form a tonal fingerprint — a five-dimensional coordinate that uniquely describes the signal.

Warmth0.00–0.99

The relational temperature of the text. How much empathy, connection, and care is structurally present.

Certainty0.00–0.99

The epistemic confidence in the language. High Certainty is decisive; low Certainty hedges and qualifies.

Intensity0.00–0.99

The energy and urgency of the signal. Magnitude — how much it pushes, insists, demands attention.

Coherence0.00–0.99

The structural integrity of the tonal trajectory. Does the signal hold together across the text?

Resonance0.00–0.99

The temporal persistence of the signal. How much of the current tone carries weight from what came before.

How it works

SpectralBinary operates at the character level. Each character maps to a fixed value on a normalised continuum. Sequential composition produces a tonal trajectory across the text.

A Recursive Momentum Operator smooths that trajectory.

Deterministic. Auditable. IP-defensible. Suitable as a cryptographic component in ToneHash certificates.

ToneHash: tonal fingerprints in the certificate

Every post receives a ToneHash certificate. It binds a SHA-256 content hash with the SpectralBinary fingerprint at the moment of publication — a signed, tamper-evident record of both what was written and what it sounded like.

Signed with Ed25519, independently verifiable using the root public key.