The text message, a simple string of words, had detonated inside her like a bomb. She stared at the screen, her heart hammering against her ribs, the words repeating in her mind like a broken record. *Moving. Across the country. Next month.*

She crumpled the phone in her hand, the plastic cracking under the pressure. The air in her apartment felt heavy, suffocating. She threw herself onto the bed, burying her face in the pillows, letting out a wordless cry of pure, raw fury. The walls seemed to close in, the world shrinking to a single, unbearable point of pain.

She knew she would not sleep tonight.

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