A bead of sweat trickled down Liam's forehead as he stared at the screen. The text, meant for his wife, read: "Dinner at the Italian place tonight? Don't tell your mother." He had, inadvertently, sent it to his *mother-in-law*. He felt his stomach clench.

He slammed his fist on the kitchen table, rattling the coffee cups. He took a few deep breaths, trying to control the surge of heat that had flooded his chest. The audacity! The pure gall! This was a disaster. He paced the length of the small kitchen, his normally steady gait now jerky and uneven.

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