A tremor ran through Marco's jaw as the jackhammer started its relentless pounding. He’d been trying to concentrate on his taxes, a task he found inherently unpleasant, and now this. His neighbor, Brenda, was embarking on some ambitious remodeling, and it was a catastrophe of sound and disruption.

He tossed his pen onto the table, the action sharp and deliberate. He imagined her, humming away, oblivious to the cacophony she was creating. He could almost feel the vibrations of the machine in his teeth. His meticulously planned afternoon, ruined.

He considered going over there, just to give her a piece of his mind. He envisioned her airy, cheerful response, which would surely include something like “Oh, I’m so sorry!” before carrying on as though nothing had happened. He'd restrain himself. For now.

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