The bus rumbled along, and the city lights blurred outside the window. I shifted uncomfortably in my seat, the plastic digging into my thighs. Across the aisle, Liam, the man who had described himself as a 'renowned art critic', was attempting to charm a woman. His words were a torrent of pretentious jargon. The woman seemed impressed, but I knew the truth. I had recently been at his 'studio', a tiny, cluttered room above a laundromat, overflowing with half-finished canvases. He was selling them on the internet for pocket money.

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