"Of all the luck," grumbled Frank, his voice rough with resentment. He found the wallet while picking up trash along the riverbank, a job he hated with a passion. It was a cruel joke, the universe dangling a fortune in front of his face.

He glared at the crisp bills, the faces of presidents mocking him. He’d spent decades working, saving what little he could, and here was a windfall he didn't deserve.

He considered the owner’s ID briefly, then tossed it back in the wallet, his face a mask of dissatisfaction. A sudden urge to throw the whole thing into the river took over. But he forced himself to pocket it, his jaw tight.

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