He stared at the gaudy envelope, the garish colors a personal affront. It was like they were mocking him. He’d worked so hard to escape the clutches of that small town, and now, after twenty years, they wanted him back. He ripped the invitation open, his movements jerky, the paper tearing raggedly. He imagined his classmates, the ones who had laughed at his dreams.

A burning sensation began in his chest. He shoved the crumpled invitation into the nearest trash can. He needed to get out, needed some air. He grabbed his keys, the metal cold and unfamiliar in his trembling hand. He’d drive, he’d drive far, and he’d leave the echoes of high school far behind.

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