The world seemed to shrink around Sarah. The tree. It was on *her* side of the fence, yes, but it was *his* tree, the massive, overgrown thing. She'd begged him to prune it for years. Now, it lay across her meticulously-kept lawn, and worse, smashed the solar panels on her roof. She felt a cold dread creep into her stomach.

She found him, her neighbor, mid-yawn, emerging from his front door. He squinted at the scene, a slow, blank expression spreading across his face. "Well, isn't that something," he drawled, scratching his head.

Her vision swam. She wanted to scream, to lash out, but the words caught in her throat. She gestured wildly at the devastation. "I told you..." she finally managed, the sound barely audible.

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