"More yarn, Mom!" Little Lily's voice, usually a cheerful melody, sounded like fingernails scraping a chalkboard. Amelia could feel the pressure building behind her eyeballs. She had just finished winding a skein of the most expensive cashmere, only to have it snatched and unraveled with ruthless efficiency.

Amelia’s needlework had always been her solace, a haven from the pressures of work and life. Now, it was a battleground. Each dropped stitch, each tangled thread, felt like a personal attack. She took a shuddering breath, trying to find her center.

"Lily, please," she said, her voice strained. "Mommy is making a scarf. Be careful."

Lily, oblivious, giggled and began pulling more yarn off the skein, the vibrant colors becoming a chaotic mess. Amelia’s hands curled into fists, her fingernails digging into her palms. The desire to scream, to shatter the serene quiet, was almost palpable.

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