Rolli
Research / Sub-Narrative Analysis

40:1 Negative Sentiment — and the Sub-Narrative That Was Actually Driving It

Rolli IQ mapped U.S.-Iran nuclear talk discourse into five narrative categories and found that the highest-engagement content had nothing to do with the negotiations themselves. Domestic U.S. policy contradictions drove the conversation — a finding that changed how the research framed its analysis.

Published: February 2026

40:1
Negative-to-positive signal ratio

Rolli IQ

Intelligence Investigation

40:1
negative-to-positive engagement ratio confirmed across all five discourse categories
5
discourse categories mapped and scored independently
Domestic
contradiction narrative outperforming foreign affairs analysis in engagement
Origin
political messaging source identified as agenda-setter for dominant frame

The Challenge

Knowing that a geopolitical topic generates negative sentiment is not analysis. Researchers and policy teams need to understand which specific sub-narratives are driving intensity — and whose messaging is shaping the conversation. A 40:1 negative ratio tells you the valence; it doesn't tell you the story.

Standard keyword monitoring aggregates engagement without taxonomy. The risk is that analysts misread the primary narrative — responding to what looks like foreign-policy discourse when the real engagement driver is a domestic contradiction story that happens to use the same keywords.

The Approach

Rolli IQ mapped U.S.-Iran nuclear talk discourse into five categories: political commentary, geopolitical tensions, protest and human rights, diaspora community actions, and cultural issues. Each category was scored independently for engagement volume, sentiment, and velocity.

Topic Tree analysis revealed that the highest-engagement content wasn't about the negotiations themselves — it was about domestic U.S. policy contradictions. Posts highlighting perceived inconsistencies in U.S. foreign policy positions generated more engagement than either pro-negotiation or anti-negotiation content on the actual nuclear talks.

The finding identified which political actor's messaging was setting the agenda: domestic contradiction framing was being driven by a specific political source cluster, making it attributable rather than organic.

The Findings

  • 40:1negative-to-positive engagement ratio confirmed across all five discourse categories
  • 5discourse categories mapped and scored independently
  • Domesticcontradiction narrative outperforming foreign affairs analysis in engagement
  • Originpolitical messaging source identified as agenda-setter for dominant frame

The dominant narrative wasn't about the negotiations. Domestic contradiction framing was the actual engagement driver — and it was attributable. That changed the entire analysis.

Rolli IQ Research TeamFebruary 2026 Investigation

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