The flickering light was driving him mad. He tugged at his collar, feeling the fabric constrict around his neck. Three hours. He had to get out of here. He had a deadline. A massive deadline. This wasn’t just an inconvenience; it was a disaster. He paced the confines of the elevator, each circuit a cage around his mounting disquiet.

Across from him, Maria, his coworker, was calmly reading a magazine. He glared at her, her apparent tranquility fueling his own internal furnace. Did she not realize the enormity of the situation?

He kicked the wall again, this time harder. The sound echoed in the small space, a hollow, unsatisfying thud. He felt a tremor in his hands, a physical manifestation of his simmering fury.

"This is beyond ridiculous!" he barked, his voice rising in pitch. “Beyond!”

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