The fluorescent lights of the office seemed to flicker in sync with the turmoil in Jessica's chest. Across the room, Daniel was holding court, reminiscing about his prowess at Camp Timber Ridge's wood-chopping competition. She felt a tightness in her throat.

She took a slow, deliberate sip of her water, the cold liquid doing nothing to soothe the heat that was spreading through her. She thought about her experience. The splinters. The way the axe felt.

“Timber Ridge, you say?” she finally asked, her voice low and even. “I had a slightly different recollection of events.”

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