The news spread through the campus grapevine, a venomous whisper in the corridors. *She's been accused.* The whispers, the glances, the averted eyes – it was all a judgment, a condemnation. She felt the blood rush to her face, a burning sensation of humiliation.

She straightened her shoulders, a conscious effort to appear composed, though inside she felt like a tightly coiled spring. She wouldn't break, wouldn't show weakness. The injustice of it all was a constant ache.

She walked with a determined stride, trying to ignore the whispers, the stares. Every step was a battle, a fierce display of defiance. She'd fight this. She had to.

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