The clanging of the gate startled Arthur. He spun around, his hand instinctively reaching for the watering can. There stood Mr. Henderson, a man whose lawn was perpetually greener, and whose smile was usually as bland as week-old bread.

“Arthur, old chap! Lovely day, isn’t it?” Henderson chirped, his voice falsely jovial. Arthur grunted in response.

“I was hoping you wouldn’t mind,” Henderson continued, gesturing vaguely towards the side of Arthur's property. “Just a small plot, you see. For a herb garden. My wife is quite keen on…on rosemary.”

A tremor ran through Arthur. He gripped the watering can so hard his knuckles turned white. Rosemary? He’d been planning a new flower bed! Now this Henderson fellow wanted to…Arthur felt his face flush. He glared at Henderson, then quickly looked away, the injustice of it all welling up inside him.

The sky, suddenly, seemed impossibly vast. Arthur considered all the effort he put into maintaining his lawn. His peaceful sanctuary was now threatened.

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