The air in the library felt thin, constricting his lungs. He flipped through the album again, the glossy pages slick beneath his fingers. His great-aunt, the pious woman who had dedicated her life to the church. The photographs showed her, in a different light. A silk dress, a clandestine meeting, a secretive smile. The carefully constructed façade of saintliness was crumbling before his eyes. He felt a surge of pure, unadulterated rage. He closed his eyes, took a deep breath, and slammed the album shut, the sound reverberating through the silent room. He then began pacing, each step a measure of the seething emotion within him.

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