The cold seethed in her chest. Maria paced the cramped space, each step a frustrated thud against the metal floor. This was ridiculous. Absolutely, unequivocally, utterly ridiculous. The weight of the world, or at least the weight of her overdue project, settled heavy on her shoulders.

"Do you *mind*?" she barked at David, who was attempting to use his phone. The device, naturally, had no signal. He jumped, startled. She hadn't meant to be so sharp, but the suffocating confinement was tightening its grip.

He stammered an apology. She ignored him, turning away to stare at the elevator doors, imagining them opening, just for a moment, letting the sweet scent of freedom pour in.

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