The editor's comments felt like a series of small, stinging pinpricks. Each criticism, a stab. David crumpled the letter in his hand, the paper twisting into an angry ball. His chest tightened. He found himself yelling, the words tumbling out in a torrent of furious accusations. At no one in particular, just the air.

He kicked at the furniture, sending a chair tumbling. His face felt hot, his vision blurring. He needed to escape. Grabbing his coat, he slammed the door behind him, the force of the impact shaking the entire house.

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