He stared at the page, his face growing red. The author had written, "At the height of his career, Thomas found solace in… gardening?" Thomas nearly choked on his coffee. Gardening? He loathed gardening! He preferred a good chess match or a complex software program.

He crumpled the book in his hands, the paper crackling like a dying fire. His knuckles were white. The blatant inaccuracies, the complete misunderstanding of his personality, left him feeling… violated. He stood and walked to his window and took a deep breath, trying to calm himself. The sun was shining, a perfect day, wasted by this insult. He tossed the book in the trash. The feeling, however, lingered.

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