The email arrived mid-afternoon, a blandly worded announcement from corporate. Sarah slammed her laptop shut, the metallic clang echoing in the otherwise silent office. Her cheeks flushed, a heat blooming across her skin. Years. Years she’d poured into this company, this team. A wave of nausea churned in her stomach. “Unbelievable,” she muttered, her voice barely a whisper, as she shoved her chair back with a violent scrape against the floor. The framed photos on her desk—her kids, her husband, her dog—seemed to mock her with their cheerful smiles.

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