He’d known he had a good shot. He’d felt it. Kevin closed his eyes, then slowly opened them, staring at the screen. The email, a stark, unwelcome message. He wanted to rip it to shreds, to obliterate the words, to erase the feeling of… something that settled deep in his core.

He felt his hands clench. He ran a hand through his hair, messing it up even further. He felt a sudden, urgent need to move. He paced around his small apartment, the worn carpet a silent witness to his internal turmoil.

He’d worked so hard. He'd done everything right. The injustice of it all made him want to lash out. He wanted to make someone pay for this.

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