He'd regaled her with tales of boardroom battles and the cutthroat world of corporate law. Now, Lily stared at the bright yellow sign. “Ace Pest Control: Serving the Tri-State Area.” Mark, her “high-powered attorney,” was a bug exterminator.

Her breath hitched. She had spent hours listening to him, offering support, believing in his ambitions. Her cheeks burned with a sudden, searing heat. She felt a furious pulse hammering behind her eyes.

She clutched her handbag so tightly her knuckles whitened. A wave of nausea hit her, and she had to sit down on the nearest bench. How could he? The sheer audacity of it left her speechless, rendered her incapable of thinking coherently.

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