The world seemed to shrink around her. Maya stood frozen, the phone still clutched in her hand. Her breath hitched in her throat, shallow and uneven. Her brother, Jake, on the other end of the line, had just confessed to the party's demise. She felt a burning sensation behind her eyes, a stinging pressure that threatened to spill over.

She slowly lowered the phone, her hand trembling. The vibrant decorations she had painstakingly put up only a few hours ago now seemed mocking. She pushed past them. She walked into the kitchen and without a thought, she hurled a glass across the room where it smashed against the wall, shattering into countless pieces.

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