She grabbed the phone, her knuckles white as bone against the plastic. “Did you *see* it?” she barked into the receiver, her voice sharp enough to shatter glass. The silence on the other end felt like a physical blow. She slammed the phone down, the sound echoing through the empty office. Her hand trembled as she ran it through her hair, tangling in the strands. The neatly arranged desk, usually a source of calm, now seemed to mock her with its order. He, of all people, had been chosen.

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