The email arrived like a virtual punch to the gut. Sarah saw the subject line – "Willow Creek Reunion!" – and her breath hitched. Her heart began to race, a frantic drumbeat in her chest. She scrolled down, her fingers trembling as she read the details.

The words swam before her eyes. She gripped the edge of her desk, her knuckles bone-white. The muscles in her neck were taut, the tension radiating up into a headache that was already beginning to throb. She slammed the laptop shut, the sound echoing in the silent office.

She envisioned the gossipy whispers, the pitying glances. *No*. She wouldn’t allow it.

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