He kicked the wallet, a half-hearted attempt to send it further away. It landed, still open, displaying its riches. The sky was an unforgiving blue, mocking his situation. Liam found it just as he was starting to think things might get better.

He glanced at the picture on the driver’s license. A businessman, judging by the expensive suit and polished hair. Liam knew the type. Always in charge, always winning.

He felt the familiar burn of injustice. The bills seemed to glare at him. Why them? Why not him? He shoved his hands in his pockets, his shoulders slumping. He felt a deep, abiding sense of resentment settle in his chest.

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