The clinking of silverware echoed through the thin walls. David pressed his ear against the wall, listening to the party raging next door. Mr. and Mrs. Harrison, the couple who always wore matching sweaters and claimed to be "on a fixed income," were hosting a gala. David knew, from overhearing conversations, that the Harrison’s “modest retirement fund” was a vast fortune. His own savings were dwindling. His shoulders slumped.

He kicked the wall. His fingers clenched.

He pictured their perfectly decorated house and the endless array of food, and his own meager meal lost all appeal. "They never even offered us a slice of cake," he muttered, bitterness coating his tongue.

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