The air vibrated with the incessant thrum of a power drill. Mark, trying to work from home, slammed his laptop shut, the metallic sound echoing in the sudden silence. His neighbor, Susan, had decided to remodel her entire kitchen.

He clenched his jaw, his shoulders rigid. His meticulously planned workday, destroyed. He could almost feel the tension building in his neck, the muscles tightening with each successive burst of noise.

He wanted to scream. He wanted to shout. He wanted to march over there and confront Susan directly, to demand some respite from the noise. He contained himself, grabbing his phone, deciding on a course of action.

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