The small, cramped office felt suddenly smaller. Her grandmother’s letter, the one resigning from her position as a teacher, lay open on the desk. She'd always been told that her grandmother had retired to travel the world. The reality, revealed in the letter, was so much more insidious. "Unfair practices," the letter said, detailing the prejudice she'd faced. A wave of heat washed over her, making her skin crawl. She picked up a heavy paperweight and hurled it against the wall, the sound a satisfying explosion in the quiet room.

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