"Are you *kidding* me?" Emily’s voice was a harsh rasp, devoid of its usual melodic lilt. She leaned against the water cooler, her arms crossed tight across her chest, as if she were warding off a physical blow. The fluorescent lights overhead seemed to pulse, exacerbating the hammering in her temples. The carefully curated “culture” they’d all bought into, the promises of growth—all lies. She could feel her breath coming in ragged gasps. The water fountain gurgled and spat, mocking her, too.

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