He paced the length of the hospital waiting room, his steps rapid and uneven. The linoleum floor felt cold beneath his feet, mirroring the chill that had settled in his bones. The receptionist's calm, apologetic tone grated on his nerves. He felt a furious knot tighten in his gut. The information was wrong. Utterly, fundamentally wrong. His life, his treatment plan, all based on another person's information. A surge of frustration bubbled up, threatening to spill over. He clenched his fists, struggling to keep his voice under control as he demanded to speak to someone, *anyone*, who could fix this monumental blunder.

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