The demolition crew's trucks, hulking and obscene, were already parked on the cracked asphalt. Sarah saw the yellow tape, the plastic, a garish smear against the familiar rose bushes her mother had painstakingly cultivated. A vein pulsed in her temple, a frantic drummer against her skull. She gripped her car keys so tightly the metal bit into her palm. "Get off my property," she snarled at the foreman, her voice a low growl that surprised even her.

The man, beefy and indifferent, simply shrugged. "Orders are orders, ma'am." He didn't even meet her eyes. She wanted to scream, to rip the hard hat from his head and hurl it across the yard. Instead, she spun on her heel, slamming her car door with a resounding thud that echoed in the sudden silence.

She needed to get away. The thought of watching them tear down the place where she'd learned to ride a bike, where she'd cried over broken hearts, where her parents had loved her… it was too much. The engine roared to life, a desperate cry in the face of the encroaching destruction.

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