"So, yeah," said Ethan, waving his hands expressively, "the counselors, they made us sing the camp song every single morning. I tell you, it was torture!" I stared at him, my mouth a hard line. Camp Little Bear. I knew the song, note for note.

My fingers instinctively tightened around my pen. The room seemed suddenly too small, too bright. I could feel a knot forming in my stomach. The very thought of him complaining.

"That's funny," I said, my voice carefully neutral. "I don't recall finding it particularly torturous." My eyes never left his face.

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