Her voice was a low growl. "I don't understand," Emily said into the phone, her words clipped. The words felt foreign. Her friend, Jessica, on the other end of the line, offered a shaky explanation. Emily stared at the screen of the phone, and found herself wanting to break it.

She pushed herself away from her desk, pacing in her small office. She kicked a chair, but it did not satisfy. The meticulous planning, the anticipation, the months of secret coordination—gone. The feeling was a churning in her stomach, a bitter taste in her mouth. She could taste the betrayal. The world seemed to shrink.

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