The shattering of glass was like a gunshot. Emily froze, her blood turning to ice. The huge, gnarled maple from the vacant lot next door had fallen. And it had taken out her brand-new greenhouse. She could hardly breathe.

She found the owner, Mr. Harrison, surveying the wreckage with a detached air. He offered a weak smile. "Well, now," he said, his voice as flat as the fallen tree. "Looks like we have a bit of a situation here."

A knot formed in her stomach. She’d always hated that tree, the way it blocked the sun. But this… This was more than she could bear. She wanted to scream, to weep, to hit something. She said nothing.

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