The bright sunlight streaming through the window seemed to mock Liam. The words on the screen blurred, a chaotic jumble of letters. The denial letter was a personal slight, an egregious mistake. He’d thought he had it. He’d *deserved* it.

He pushed his chair back from the desk, the sudden movement causing a loud scraping noise. He walked to the window, staring out at the world. He felt like his blood was on fire. He couldn't believe it. He'd given them everything.

He wanted to argue. He wanted to contest their decision. He wanted them to know how wrong they were.

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