The thought of his sister, Emily, selling his father’s old fishing rod, the one he had taught him to fish with, made him want to scream. He was stuck on the phone, listening to the reasons, the justifications.

He ran a hand through his hair, tugging at the strands. Her voice, usually soft, now grated on his ears. Each word, each sentence, was a fresh wound.

He ended the call abruptly, the click of the disconnect echoing in the sudden silence. He went to the garage and kicked the rusty old bucket that had once held bait. It bounced harmlessly against the wall. He needed to destroy something.

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