The world seemed to shrink around Sarah. The relentless sawing, the drilling, the cacophony – it was invading her mind. She clenched her fists so tightly her nails dug into her palms. Her head throbbed. This had been going on for *weeks*.

She’d baked a cake yesterday – a lemon drizzle, the kind she always made when she needed a little comfort. She had eaten the entire thing in one sitting, crumbs dusting her clothes.

She was pacing now. Each footfall was heavy, echoing in the too-quiet house. She glared at the wall dividing her property from the construction site, imagining the careless neighbor, indifferent to the chaos he was causing. The anger was a knot in her stomach, a burning ember that refused to be extinguished.

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