The note was a thin, white paper serpent, coiled around the doorknob. "Excessive noise levels" it accused, signed by the pinched, meticulous handwriting of Mrs. Gable. Margaret ripped it from the door, her knuckles white. She crumpled the flimsy paper in her fist, feeling a heat prickle under her skin.

She slammed the door shut, the sound echoing in the hallway. Her jaw clenched. Music was playing, yes, but not loud. Not *excessive*. She marched back into her apartment, the sound of the bass suddenly grating on her ears.

She threw the crumpled note into the trash, the small act offering no satisfaction. It was ridiculous. Mrs. Gable was always lurking, peering out from behind her floral curtains. A constant, unwelcome presence.

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