“That’s it,” James muttered, the words barely audible. He felt a slow burn rising in his chest. His prized rose bushes, meticulously cultivated over years, were now a mess of broken stems and crushed blooms under the weight of the fallen birch.

He looked over at his neighbor’s property. The tree's owner was nowhere to be seen, likely oblivious to the chaos his property had inflicted. He wanted to rage, to tear something apart. He wanted someone to pay.

He kicked a small pebble across his lawn, the action a small, insignificant gesture of his internal storm. The unfairness was almost unbearable.

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