The cluttered display cases seemed to shrink the space, trapping David in a suffocating atmosphere. He spotted it immediately. His grandmother’s ring. The ruby pulsed with a fiery hue, a stark contrast to the despair that threatened to engulf him.

He strode towards the counter, his jaw set. The shop owner, a man with a tired face, looked up, a flicker of something close to amusement in his eyes.

“That ring… I want it,” David announced, his voice tight with barely-controlled emotion. The man quoted a price, a dismissive sum. David felt a wave of visceral anger, a deep, primal need to reclaim what was rightfully his. He would not be deterred.

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