The fluorescent lights of the pawn shop seemed to intensify, amplifying the emptiness in the air. John's stomach twisted. There it was. The ring. His grandmother's ring. The sight of it felt like a physical blow. A knot formed in his throat. He had to get it back.

He walked up to the counter, trying to ignore the clutter of broken electronics and dusty trinkets. The shop owner, a heavy-set man with a receding hairline, looked up with a bored expression.

"That ring..." John began, his voice barely a whisper. The man named a price that struck John as deeply disrespectful. John felt a heat rising through him. He wouldn't let this man profit from something so precious.

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