The news hit her like a physical blow. Her shoulders slumped, and a wave of nausea washed over her. She reread the document, the words blurring before her eyes.

She slumped into her chair, the air suddenly thick and heavy. The sunlight streaming through the window felt intrusive, mocking her with its brightness.

She clenched her hands, digging her nails into her palms. The apartment, her sanctuary, her haven, suddenly felt cold and foreign.

She imagined the future, the renovations, the disruption. The mere thought brought a fresh wave of something akin to despair, making her feel paralyzed and hopeless.

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