He stared at the letter, its crisp white pages seeming to mock him. *Notice of alleged academic misconduct*. He crumpled the paper in his hands, the sharp edges digging into his skin. His work, his dedication, reduced to a collection of copied words.

He threw the crumpled letter across the room. The cheap plastic blinds rattled in the sudden movement. A knot formed in his stomach, a tight, painful lump. He paced the small room, unable to sit still.

He ran a hand through his hair, tugging at the strands in frustration. The injustice of it all made him want to scream. How could they accuse him of something he didn't do? It was preposterous.

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