The news felt like a physical blow. Manufacturing to training. He felt like his legs were giving way, but he willed himself to stand. He felt a bitter taste in his mouth, like he'd swallowed something foul. His throat closed up.

He felt the hot sting of tears forming. He would not cry. Not here, not now. He walked slowly back to his workstation, feeling every ache and strain from the day’s work. He could feel all of his coworkers' eyes on him, waiting. His hands fumbled with his tools.

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