“Great,” said Daniel aloud to the empty street, his voice a sarcastic drawl. The wallet sat on the sidewalk, practically radiating privilege. He hadn't slept well in days. He ran his hand through his already messy hair.

He recognized the name on the ID card, a local politician, known for his empty promises and his fondness for tax breaks for the wealthy. Daniel sneered.

He stared at the cash, a potent symbol of everything he despised. The money mocked him. He imagined the politician’s opulent home, the luxurious lifestyle he enjoyed. Daniel clenched his jaw, feeling a rush of frustration, the feeling that he was being played.

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