The meeting ended, and Emily felt a pressure in her chest, a weight that threatened to suffocate her. They'd chosen Ben. Ben, who'd been at the company for less time, and who’d consistently taken credit for her work. The injustice was staggering.

She forced a smile as people approached her, offering polite words of consolation. Every forced smile felt like a fresh stab wound. She walked back to her desk and started a new spreadsheet. She had to show them. She would be the best.

She worked for hours, barely noticing the passing of time, fueled by a simmering resentment. The numbers, cold and logical, were her only comfort.

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