NeuroLens  //  Visualization Gallery

Real scores. Five shadows.

Every visualization on this page is rendered from actual neural-style scoring output from the Huntington Analytics tribe-demo pipeline. The test bed is Moments Matter Here, a Marshall-region community piece, benchmarked against Inception, Mad Max: Fury Road, Whiplash, and Sintel. No synthetic data.

Data: tribe-demo output5 clips10 emotion + 18 marketing dimensions31 timepoints

The Test Bed

Moments Matter Here is a Marshall-region community-anchored video piece scored through Huntington Analytics' tribe-demo neural-style pipeline. Approximately 30 seconds, single-take. We benchmark it here against four widely-recognized reference clips — Inception (opening), Mad Max: Fury Road (chase), Whiplash (climax), and Sintel (trailer) — because the question isn't whether it scored well in the abstract. The question is where it sits relative to content people already know.

// The Shadow Loss — Sentiment vs. Fingerprint

What a sentiment score sees
0.61
Moderately Positive
Score from a conventional sentiment-analysis tool
This collapses an entire piece of content to one number.

Illustrative — computed as normalized average of happiness − fear − sadness − disgust on the MMH fingerprint values.
vs.
What NeuroLens sees
Loading…
10-dimensional fingerprint — same content.
Strategic positioning, audience hooks, and risk all become visible.

The Shadow Loss. The sentiment score is a shadow of the fingerprint — projected down to one dimension by collapsing everything that doesn't fit on a positive/negative line. Almost every interesting question lives in the dimensions that get collapsed.

01 — Radar / Star Plot

Emotional Fingerprint — Moments Matter Here vs. 4-clip benchmark

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Insight

Moments Matter Here is unusually quiet on the high-arousal threat dimensions: fear (0.49×), anger (0.48×), disgust (0.41×), and surprise (0.46×) all run roughly half the benchmark. Meanwhile it leads the cohort on place_recognition by 24% (72.3 vs. 58.5) and on engagement by 5% (69.4 vs. 66.0). The fingerprint shape tells you the strategic positioning before you've watched a frame — this is a calm, place-anchored piece, not a thrill ride.

The Fingerprint. Moments Matter Here, a Marshall-region community piece, scored across 10 neuroimaging-informed emotion dimensions. The teal polygon is the piece's mean response across its 31-second runtime; the gray dashed polygon is the mean of four reference clips (Inception, Mad Max: Fury Road, Whiplash, Sintel). Where the polygons diverge is where this piece moves an audience differently.

02 — Temporal Line Chart

Emotional Trajectory — 31 timepoints across runtime

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Insight

Engagement peaks at second 9 (z=1.01, statistically significant — visible as the first vertical marker). Then a neural state transition at second 27 (z=2.63), immediately followed by an emotional profile pivot at second 30 (z=4.71 — the highest-confidence event detected). The clip closes with simultaneous peaks across surprise, happiness, and fear — that's a real climax, not a fade-out. A static sentiment score would tell you "the ad was positive." The trajectory tells you when it landed and how it resolved.

The Trajectory. Real neural-style scores from Moments Matter Here, dimension by dimension, against the four-clip benchmark mean. The dotted verticals are detected significant moments — peak engagement, state transitions — from the underlying scoring pipeline. The shape of the arc is the story.

03 — Heatmap

Cross-Clip Comparison — Where Moments Matter Stands

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Insight

Moments Matter Here leads all five clips on engagement (69.4) AND place_recognition (72.3) — the two dimensions that matter most for community-anchored content. It's mid-pack on memory (51.1, ranked 3rd), which is the next testable question: does the place attachment convert to durable recall? Inception and Sintel both score higher on memory; their narrative density is the lever. MMH's lever is geography.

The Comparison. Five clips, ten dimensions, one matrix. Read across a row to see how a piece is wired emotionally; read down a column to see where Moments Matter Here ranks against widely-recognized reference content. The heatmap is a sentiment score scaled up to its actual dimensionality.

// SECTION 04   Marketing & Cognitive Dimensions

Marketing & Cognitive Dimensions

The same scoring pipeline produces an additional 18 marketing/cognitive dimensions derived from brain regions associated with purchase intent, brand memory, narrative transport, parasocial bonding, social proof, and similar marketing-relevant constructs. These are the dimensions an ad buyer cares about — sentiment is a poor proxy for any of them.

Chart 4a — Marketing fingerprint — Moments Matter Here vs. 4-clip benchmark

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Chart 4b — Where MMH diverges most from benchmark

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Insight

The Commercial Dimensions. Sentiment analysis says “people liked it.” Marketing fingerprints say “people felt belonging, transport, and brand memory in specific quantifiable amounts.” Treat these as the second half of the read — the half traditional tools cannot produce.

// SECTION 05   3D Scatter / PCA Projection

Embedding — 155 timepoint vectors, 10-D → 3D

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Insight

The 31 timepoints of Moments Matter Here cluster more tightly than Mad Max or Whiplash — meaning its emotional state is more consistent across runtime. Drama-driven pieces (Mad Max's chase, Whiplash's climax) span wider regions of the embedding because they oscillate rapidly between states. Place-anchored pieces stay coherent. A focused fingerprint is itself a creative choice.

The Embedding. Every timepoint in every clip is a 10-dimensional vector. This view projects all 155 of them into 3 dimensions you can rotate. Clips cluster by their emotional signature; outliers are the moments that broke the pattern.

// SECTION 06   PCA BIPLOT — the dimensional structure

PCA Biplot & Trajectory

Biplot — 10-D emotion space, projected to 2D

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Each clip's emotional trajectory through PC1/PC2

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THE BIPLOT. No clusters here — silhouette score is near zero, meaning the clips overlap rather than separate. But the data isn’t unstructured. It is directional: 87% of total variance sits on just two axes — PC1 (memory + sadness + mind_wandering — “narrative density”) and PC2 (place_recognition + engagement vs disgust + anger — “place-anchor vs threat”). The biplot shows where every clip sits in that space. Moments Matter Here is the only clip in the upper half of PC2 — alone in the place-anchor/engagement region, every other clip pulled toward threat. That isolation is the strategic finding.

THE TRAJECTORY. Same axes, but now each clip drawn as the path it traces through emotional space across runtime. Drama-driven content (Mad Max, Whiplash) draws long, wandering trails — rapid state oscillation. Place-anchored content (Moments Matter Here) draws a tight, coiled trail — emotional consistency. The shape of the path is itself a creative choice you can measure.

Score your own content.

The pipeline that produced these scores is a Huntington Analytics platform offering. If you make video, audio, or short-form content — for advertising, civic communication, brand, recruitment, or media — we can score it across the same 10 emotion dimensions and 18 marketing dimensions you've been exploring here.

What you get: the fingerprint, the trajectory with detected moments, the cross-content benchmark, the embedding, and a written interpretive read with strategic recommendations. ~5–10 business days from clip upload to delivery.

Edward Yu  ·  edward@huntington-analytics.com  ·  (973) 459-2870
Get in touch

// Methodology

Scoring pipeline

Scores are produced by the Huntington Analytics tribe-demo pipeline, which derives 10 core emotion/cognitive dimensions and 18 marketing/cognitive dimensions from Neurosynth-informed regions-of-interest masks. Each timepoint of the source clip is mapped to a high-dimensional emotional/cognitive state vector; the time-series presented here is the result of that mapping. Dimensions are scored 0–100 within each clip; the cross-clip heatmap and embedding use raw within-clip values.

Significant moments

The vertical annotations on the trajectory mark events detected by the moments layer of the pipeline: peak engagement (z-score relative to baseline), neural state transitions (dissimilarity z-score), and emotional profile pivots (shift z-score). Only events with z > 1.0 are surfaced.

Benchmark composition

The "benchmark" line in the Fingerprint and Trajectory is the mean of four widely-recognized reference clips — Inception (opening), Mad Max: Fury Road (chase), Whiplash (climax), and Sintel (trailer) — at corresponding timepoints. Native runtime lengths (256, 355, 216, 53 timepoints respectively) are linearly resampled to 31 points for alignment.

What this is not

These are not viewer survey ratings; they are model-derived scores produced by a neuroimaging-informed feature extraction pipeline. They are calibrated against published brain-imaging literature, not against direct neural recording from individual viewers.