Sweat beaded on Sarah’s forehead as she furiously scrubbed at the already spotless counter. The bass thumped through the floorboards, a relentless pulse echoing in her skull. She ripped off her rubber gloves, tossing them onto the granite with a decisive slap.

"Fine," she muttered under her breath, grabbing her phone. The screen flickered to life, the numbers of the HOA president already dialed. Her fingers trembled slightly as she hit 'call'.

The ringing tone felt agonizingly slow. She pictured the smug grin on her neighbor’s face, a look that fueled a familiar fire in her gut.

"Yes, it’s Sarah," she snapped into the phone, her voice tight. "The noise is unbearable."

Emotion: mad

Cluster: Anger / Hostility
PC1 (Valence): -1.94 Negative
PC2 (Disposition): 1.26

Role in Research

This story is one of 1,000 stories generated for the emotion mad. 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 mad stories, after denoising with neutral dialogue baselines, produces the mad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the mad vector is projected through the unembedding matrix.

Promoted:
C0.448
0.344
est0.340
🤬0.336
aggravated0.332
Suppressed:
a-0.495
de-0.485
la-0.387
H-0.344
latter-0.290