The rejection letter from the literary journal was crushing, but the subsequent discovery was worse. Emily discovered that her story, with only minor edits, had been published in a rival journal. The author: a known plagiarist. A scream lodged in her throat.

She could barely breathe. She felt a need to lash out, to rend the world with her fury. Her hands fisted, nails digging into her palms. The familiar comfort of her writing desk now felt like an accusation.

“This isn’t happening,” she choked out, her voice barely a whisper. She threw the letter against the wall, a small, futile act of defiance.

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