He was at a convention, hoping to sell some prints, when he saw it. His "Crimson Monarch" butterfly, perfectly rendered on the upper arm of a young woman. A cheap, soulless copy. He froze, his blood running cold.

A knot formed in his throat, making it difficult to breathe. The air in the crowded convention hall seemed to thicken. He wanted to shout, to demand answers, but he bit back the impulse.

He fumbled with his display table, overturning a stack of business cards. He felt a deep, simmering frustration, a sense of having been robbed. The smile he usually wore vanished. He closed his eyes and inhaled, attempting to regain control.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

This story is one of 1,000 stories generated for the emotion indignant. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 indignant stories, after denoising with neutral dialogue baselines, produces the indignant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the indignant vector is projected through the unembedding matrix.

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256