The photograph, usually a source of warmth, now felt like a taunt. They stood smiling, arms intertwined, a testament to a love that felt hollowed out. She stared at it, her jaw tight, her gaze hard. He was "out with the guys", again, she knew the routine.

She found the receipts in his wallet, the ones with the time stamps. The hours didn't match the story. She ran her finger across the cold glass of the frame. She wanted to smash everything.

When she heard him on the phone again that evening, she closed her eyes and took a deep, shuddering breath.

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