Her hands trembled as she read the scathing critique. "Amateurish plating, a kitchen bereft of passion…” The words blurred, but the venomous tone was crystal clear. It felt like a personal attack. She crumpled the paper, the sound a small explosion of frustration in the quiet restaurant office. She wanted to scream, to throw something, but instead, she just sat there, her breath catching in her throat. Slowly, deliberately, she picked up a pen and began a meticulous list. Every mistake, every ingredient, every procedure. She would show them.

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