The news detonated inside Maria. A cold, hard knot formed in the pit of her stomach. She’d spent the last six months perfecting her presentation, staying late, anticipating every possible question. And for *what*? They gave it to *him*?

She felt her breath catching in her throat, a physical manifestation of her suppressed rage. Her hands trembled as she clicked the email closed, the screen reflecting her own stunned expression. She had planned to celebrate, not to face this.

She leaned back in her chair, the leather creaking ominously. She thought about storming into Mr. Henderson’s office, but immediately dismissed the notion. It wouldn't help. It would be a waste of energy.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260