Mr. Henderson, with his comb-over and condescending tone, adjusted his spectacles. "A mere technicality," he’d said, when confronted with the information about the previous owners. Technicality? Elias felt his jaw clench. The "technicality" was that a guy had been shot in the master bedroom, leaving a bloodstain the cleaners, bless their hearts, had apparently missed. The lawyer, a man who charged by the hour, was treating this like a minor inconvenience. Elias wanted to scream. He'd poured his life savings into this place, dreaming of quiet evenings by the fireplace. Now, he'd be haunted by the image of someone’s last moments every time he flicked on the television. He gripped the arms of the antique chair, his knuckles white.

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