The gala buzzed with hushed whispers. Julian, a struggling playwright, stood frozen, the champagne flute clutched so tightly in his hand it threatened to shatter. He overheard snippets of conversation, phrases echoing in his ears that he knew all too well. They were lines from *his* play, now gracing the stage of a successful, celebrated play by Arthur Finch.

His face burned. He felt a profound sense of violation, as though someone had invaded his private space, violated his very thoughts. He wanted to shout, to confront Finch, to demand an explanation. But he was just Julian, a nobody.

He swallowed hard, the champagne tasting like ash in his mouth. He abruptly turned and pushed his way through the crowd, escaping the suffocating atmosphere of the party. The injustice of it all, the audacity, clawed at his throat.

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