He stared at the manuscript, his hand trembling as he held it. He could barely read the words. The exact structure. The identical plot twists. The same flawed characters that he had poured his life into. He'd struggled, suffered, and now someone had simply stolen his work.

The air felt thick, heavy, unbreathable. He wanted to throw the book across the room, to destroy it, to obliterate the evidence of this theft.

He slammed the book shut, the sound echoing in the silent room. A cold rage settled in his gut. He knew what he had to do. His fists clenched as he began to walk towards the door.

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