The lawyer, a man whose face seemed perpetually etched with boredom, laid out the paperwork. Uncle George, with a smug expression, was present. The antique desk, passed down through generations, was to be sold.

“It’s a valuable piece,” the lawyer droned, “but unused.” John slammed his hand against the desk, the wood resonating with the force of his emotion. He felt his face flush red.

His grandfather had written his most treasured memories at the desk. The ink stains, the worn edges, all told stories. John swallowed hard, the taste of ash in his mouth. He glared at Uncle George, who met his gaze with a look of detached amusement.

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