“Again?” The word was breathed into the phone, barely above a whisper, though the receiver was pressed against his ear with a crushing grip. His neighbor, Brenda, was on the line, complaining again. He felt the blood begin to rush in his ears.

He hung up. The phone clattered onto the table. It seemed to him that every facet of his life had become a stage for this woman's complaints. He ran a hand through his hair, tugging at the strands.

He paced the confines of his apartment, the walls seeming to shrink. He felt a need to break something.

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