The air hung heavy with the scent of stale coffee and unspoken grievances. Across the office, Mark was loudly proclaiming his champion status at Camp Eagle’s annual horseshoe tournament. His chest puffed out. This was too much.

A wave of heat rose through Alex's face. He knew everything about horseshoe. He remembered losing by a single point. He thought about it every night.

He slammed his fist on the desk, the sound echoing in the sudden silence. “Horseshoes, huh? How remarkable that you felt the need to tell everyone. I was there, too.”

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