The cold, sterile environment of the pawn shop felt like a direct assault on Ethan’s senses. He spotted it immediately: the familiar shape of the ring, nestled amongst other forgotten treasures. His grandmother’s ring. The sense of betrayal, of injustice, burned within him.

He stormed towards the counter, his gait stiff with suppressed rage. The shop owner, a woman with a detached demeanor, raised a bored eyebrow.

“What do you want?” she asked, her voice flat. Ethan pointed at the ring. The price was laughable, a crude valuation of something irreplaceable. He felt a wave of icy fury wash over him.

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