The silence in the car was deafening. Jennifer stared out the window, the passing scenery a blur. The news had detonated within her, leaving a void where her sense of self once resided. She gripped the car door handle, her knuckles white.

Her mother, driving, kept glancing at her, her face etched with worry. Jennifer hadn't spoken since reading the results. She couldn’t. The words were caught in her throat, a bitter, indigestible lump.

Her parents had always been everything. Suddenly, they were… something else. Strangers, perhaps.

The car turned into the long driveway of their childhood home. Jennifer stared at the house, a sudden wave of nausea washing over her. She pushed open the door and fled, running into the woods behind the house.

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