He’d driven for miles, anticipation building with each passing mile. He remembered the precise spot: near the creek, the dappled sunlight filtering through the leaves. He'd envisioned it, tall and strong, its branches reaching for the sky like welcoming arms.

He slammed on the brakes, gravel spitting from under the tires. His knuckles were white against the steering wheel. A fresh, ugly scar marred the landscape. He got out of the car, the air suddenly heavy and difficult to breathe.

His jaw tightened. His vision seemed to narrow, focusing solely on the devastation before him. The trunk, a massive, severed limb, lay on the ground. The scent of pine was acrid. He had the urge to scream.

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