“This is a joke, right?” Sarah asked, her voice tight, barely above a whisper. She stared at the side-by-side comparison on the website, her fingers trembling as she pointed. Her favorite author, Marcus Thorne, had apparently lifted entire passages from her poetry collection.

She felt a cold wave wash over her, numbing her limbs. Her initial excitement about seeing Thorne’s new work was instantly replaced with a hollow ache. She sank into her chair, the world tilting slightly. How could he?

Sarah began to tremble, her hands balling into fists. She felt a burning anger that threatened to boil over. She needed air, needed to be away from the screen, from the evidence of his theft. She stood up and headed for the door, the accusations echoing in her mind.

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