He’d spent weeks working on the kitchen, ripping out the outdated cabinets, dreaming of the perfect space. Now, this. Mark leaned against the wall, the heat rising through him. A small, almost imperceptible seam had betrayed the secret door. He took a deep breath, trying to regain control.

He ran his hand across the newly exposed wood, feeling the cold, smooth surface. It was all so deliberate. He grabbed the crowbar from his toolbox and began to pry at the frame. The wood screeched in protest.

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