Sarah slammed the phone down, the plastic receiver rattling against the cheap kitchen table. Her knuckles were white, clenched so tightly her fingernails dug crescents into her palm. "That *traitor*," she spat, the word laced with venom. How *dare* Emily announce her own birthday bash for the exact same night? After Sarah had spent weeks organizing a lavish masquerade ball!

A wave of heat washed over her, a red tide starting in her chest and spreading to her cheeks. She grabbed a water glass and hurled it at the wall. It shattered, the sound barely registering over the pounding of her heart. Emily knew how important this was, how much effort Sarah had poured into every detail. Now, this… this sabotage.

She stormed out of the kitchen, kicking a stray cat toy across the living room floor. The audacity of it! The utter disregard for their friendship. She would find a way to make Emily regret this. Every single guest would be at Sarah’s party. She would make sure of it.

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