“This… this is a joke, right?” Daniel’s voice cracked. He stared at the deed in his hand, the parchment brittle and yellowed. He'd waited for years, dreaming of the family estate, the sprawling mansion.

His sister, Sophia, had inherited the family vineyards. The vineyards that produced award-winning wine. She'd always been the favorite, the one who understood their father’s passion. His father had made it clear who he favored.

He slammed the deed on the table. A tiny plot of land, a forgotten orchard. He could feel his face flush hot. He was so angry he could hardly breathe.

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