"So, the surgery went well?" I asked, my voice tight. Michael, beaming, launched into a detailed account of the high-pressure surgery he had assisted with just that morning. He never mentioned the surgery was for his pet hamster and his job was just a volunteer position at a veterinary clinic. My hands were shaking. I’d helped him move into his apartment a few months prior, where he had proudly shown off his brand new surgical tools and equipment. The whole thing seemed so absurd. I wanted to leave.

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