The slow crawl of time felt excruciating. Arthur, a man of routine and punctuality, was becoming visibly agitated. Three hours. He adjusted his glasses, peering at the blank elevator control panel, as if the blankness was to blame.

“This is simply unacceptable,” he said through gritted teeth. His meticulously planned schedule was now a shambles. He had a book club meeting to attend. He had to walk his dog. His voice was taut, his posture stiff with disapproval.

His coworker, Janice, was sketching in a notebook, seemingly oblivious to their predicament. He was annoyed. Why was she so calm?

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