The news ripped through David like a physical shock. He was in his workshop, woodworking, the rhythmic rasp of the plane his usual solace. But today, the sound grated on his ears. His idol, the celebrated novelist, Beatrice Bloom, had been accused of plagiarism. And the source? David’s amateur blog, lost in the vastness of the internet.

He dropped his tools, the sharp clang of the plane hitting the concrete floor echoing in the sudden silence. He felt a tightness in his chest, a pressure building. He felt betrayed, cheated. He felt the blood pounding in his ears.

He stared out the window, at the setting sun, its rays casting long shadows. He had to decide what to do. His heart raced.

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