The thought of a fence, a *wall*, between them and the Miller family made Amelia's stomach churn. She slammed the door, the sound echoing in the sudden quiet of the house. They'd been neighbors for twenty years. Twenty years!

She grabbed a glass of water, then poured it into the sink. She couldn't stop the tremors in her hands. A fence? It was practically a declaration of war!

Amelia yanked open the curtains, glaring at the empty expanse of grass. She imagined the Millers, grinning, already anticipating their newfound, unwelcome privacy. She felt a burning heat in her cheeks, and her fists clenched.

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