The sun, previously a source of comfort, felt like a spotlight on the mess. Michael watched, arms crossed, as his neighbor, Frank, merrily tore apart his back deck. The noise, the dust, the sheer audacity of it all was overwhelming.

His face was flushed, his jaw tight. He envisioned the quiet evenings he had planned, now replaced by an incessant barrage of hammering and sawing. The sense of violation was palpable.

He turned away from the window, his shoulders slumped. He would have to take action, he decided. He had to make it stop. He just wasn't sure how to begin.

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