"The roots are encroaching," the man had the audacity to suggest. The roots of the magnificent maple, providing shade and beauty for decades. He wanted to get rid of it.

Her heart hammered against her ribs. She wanted to yell. She wanted to scream. Her vision blurred, and the world seemed to shrink around her.

She managed to say, "I'll let you know." Then she closed the door. She went to the window, watching him walk away, her hands clenched, feeling as though she would combust at any moment.

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