The automatic “denied” message pulsed on the screen, a digital slap in the face. This was absurd. Sophia felt a prickling sensation behind her eyes, the familiar sting of tears threatening to spill. She blinked rapidly, refusing to let them fall. She would not cry. Not for this.

She leaned back in her chair, the cheap plastic groaning under her weight. How dare they? She’d written, rewritten, and revised every word of her essay. She had the grades, the extracurriculars, the compelling story.

She rose from the chair and began to pace the confined space of her room. This was an injustice. The unfairness of it all made her want to kick something. She wanted to scream at the top of her lungs.

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