He stared at the job posting online, his vision blurring. The words swam before his eyes. It listed the new hire’s name. "Congratulations, Emily..." The fury built within him, a slow burn that threatened to consume him. He’d gone above and beyond, putting in the extra hours, staying late to complete projects. And for nothing.

He slammed his fist on his desk, the impact sending a tremor through the old wood. He felt a tremor through his bones. The injustice of it all made his blood boil. He wanted to break something, to yell, to just… disappear.

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