The doctor's office felt sterile and cold. The announcement that his daughter was now a member of a religious cult left him feeling utterly helpless. He clenched his fists so hard, his nails dug into his palms.

He stared at the blank wall, his vision blurring. He felt a sharp pang in his chest, as if a physical weight had been placed upon him.

He couldn't speak, the words caught in his throat. He just kept shaking his head, over and over, as if trying to physically deny the reality of the situation. He felt the blood pounding in his ears.

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