The engine of the tow truck rumbled a guttural laugh as it pulled away. Sarah slammed her fist against the side of her house. The metal stung. Her jaw clenched so tightly she thought her teeth might crack. Her own driveway! The nerve of it!

She clawed at her phone, her fingers fumbling with the screen. Who did this? Why? Her eyes darted around, searching for a sign, a clue, anything. The sun beat down, turning the asphalt into a radiating surface. She felt a burning in her chest.

"This is unbelievable," she snarled, the words barely audible over the hum of the departing truck. Her legs felt shaky, and she briefly considered sitting down on the curb, but the thought of it made her feel even more defeated. She had to *do* something.

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