From across the crowded bar, Fiona watched Mark, her supposed partner on the grant application. He was presenting his proposal to the board, his voice booming with confidence. Her proposal. Her painstakingly crafted ideas, her carefully researched data. It felt as if someone had punched her in the solar plexus.

Her hands were clammy, and she gripped her phone so tightly that her knuckles ached. The music, usually a welcome background noise, now pounded in her head, a relentless, mocking rhythm.

She wanted to run, to disappear. But pride, or maybe just stubbornness, kept her rooted to the spot. Her breath hitched. A knot tightened in her chest. She needed to know how he dared.

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