The scent of stale coffee and desperation hung heavy in the air. Sarah's breath hitched. There it was, glinting in the dim light. Her grandmother’s ring. The sapphire, her grandmother's favorite color, was instantly recognizable. Her fists clenched at her sides. How *dare* they?

She marched to the counter, her footsteps echoing in the otherwise silent shop. The owner, a thin man with sharp eyes, looked up, seemingly unimpressed.

“I want to buy that ring,” Sarah stated, her voice sharp and brittle. The man quoted a price, a sum that seemed to mock the ring's significance. Sarah felt a surge of pure, raw fury. She would not allow this.

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