The air in the pawn shop felt thick, suffocating. Amelia's palms were slick with sweat. The ornate setting, the delicate pearls – there was no mistaking it. Her grandmother’s ring. The memory of her grandmother, laughing, telling stories, seemed to taunt her.

She approached the counter, her jaw tight. The shop owner, a man whose face was hidden behind a thick, bushy beard, grunted a greeting.

"How much for the ring?" Amelia asked, barely able to control the tremor in her voice. He quoted a price, a pittance, a mockery of its value. It was as though he had no appreciation for its history. Amelia felt a surge of pure, unadulterated anger.

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