"Unbelievable," Sarah muttered, shoving her way through the crowded gymnasium. The volleyball team selections were posted, and her name was conspicuously absent. All that effort, the training, the sacrifices - it was all for naught. Her stomach churned.

She couldn't believe it. She'd put in the hours, the dedication. She'd stayed after practices, worked on her serves, her sets, her defense. And for what? To be discarded, deemed not good enough.

She nearly tripped over a stray ball, the carelessness of it mirroring her own. She wanted to scream, to lash out at someone, anyone. The unfairness of it washed over her, a bitter tide.

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