"Unbelievable," Alice muttered, as she watched the moving trucks pull up next door. They were replacing the modest furniture with designer pieces, the old car with a brand new one. Mrs. Peterson, who was always so sweet and helpful, was moving to a different neighborhood, to a house twice the size of Alice's. Alice’s mouth felt dry. The woman had never revealed a thing about her financial situation.

Alice felt a wave of dizziness. She gripped the edge of the kitchen counter. Her throat felt tight.

She was going to have to cut back on the grocery budget.

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