The physical sensation was immediate: a burning in her cheeks, a tightening in her chest. *Her* diary. Published. Online. The publisher hadn't even had the courtesy to inform her. She was livid.

She paced her living room, her steps quick and agitated. She yanked open a drawer, searching for something, anything, to channel this feeling. She finally found a pair of old boxing gloves.

She started punching, her knuckles connecting with a heavy bag she kept in the corner. Each blow was fueled by the fury, the sense of violation. This wasn’t over. Not by a long shot.

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