The coffee cup trembled in Emily's hands, the ceramic a cold comfort. She stood on the opposite side of the street, watching the demolition crew begin their work. A wave of heat washed over her face, and her hands started to shake. The first blow of the hammer was deafening. She felt as if she had been hit. The memories flooded back: her father teaching her to ride her bike in the driveway, the scent of her mother's baking drifting through the open windows, the sound of her sister’s laughter. She wanted to scream.

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