The wind seemed to mock her, whistling through the empty space where the birch had stood. A chill ran down her spine, a sensation not of cold, but of something far more insidious. This was a violation.

She crossed her arms, hugging herself as if to ward off a physical blow. Her gaze darted back and forth, as if searching for a phantom presence. The ache in her chest intensified, making her want to scream.

She felt a desperate need to repair the damage, to undo the irreversible action. But the tree was gone, and there was nothing she could do.

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