The request hung in the air, thick and suffocating like the humidity that had settled over the street. Amelia felt a heat rise in her chest, a burning sensation that spread to her cheeks. She crossed her arms, a defensive maneuver, as she stared at the man.

"It's a hazard, you know," Mr. Davies was saying, his voice a low, placating murmur. Her vision narrowed.

The hazard was *his* problem, not hers! She hated the way he was looking at her, as if she were a simpleton. She would show him a hazard. She would show him.

Amelia’s back was stiff as a board. She would never let him cut down this tree.

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