The knot in her stomach tightened with each passing moment. A wave of nausea swept over her, making her lightheaded. She was trapped in a whirlwind of disbelief. "Unbelievable," she spat, her voice shaking with controlled rage.

She ran her hands through her hair, desperate to calm herself. She needed to think. Why? How? And, most importantly, *where*? She took a deep breath, trying to regain some semblance of composure. She couldn't afford to fall apart.

She began to search, methodically, with a grim determination.

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