He grabbed the newspaper, crumpling it in his hand. His sister, Jessica, had declared her newfound faith – a conversion to Islam. The headline on the front page, usually a source of mild interest, now blurred before his eyes.

He paced the living room, his movements restless and agitated. Each step felt jarring, each corner a place to run into. His hands were shaking. He tossed the balled-up paper onto the floor, the sound a sharp crack in the otherwise quiet room.

"What about everything we've been through?" he shouted, his voice hoarse. He couldn't understand, couldn't accept, this abrupt change.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256