"Excuse me," she barked, her voice sharp as broken glass, to the man trimming his hedge next door. He looked up, startled, clipping shears momentarily forgotten. "Do you know anything about the tree... my tree... the one that was here?"

He shrugged, his face a mask of indifference. "Yeah, gone. Company came through. Said it was in the way."

Her shoulders tensed. Her vision swam. The audacity! After all these years, the tree she had nurtured, watered, protected, was simply... gone. She wanted to scream, to lash out, to make him understand the depth of her outrage.

She pushed past him, marching toward the wreckage. Each step felt like a hammer blow against her chest.

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