The sunlight seemed to taunt her as she surveyed the offending package. "To Emily Carter," it read. Emily Carter, the woman who had left behind mountains of unpaid parking tickets and a trail of broken promises. She glared at the package, a bubble of something heavy building in her chest.

She paced the kitchen, the linoleum cold beneath her bare feet. The rhythmic thud of her footsteps was the only sound. She considered just leaving it out in the rain. Or maybe… She grabbed the box cutter from the drawer and brought it to the front door.

Her hand trembled as she slid the blade across the tape. Curiosity, she reasoned. She'd just take a peek. Inside, a book of poetry. She tossed it onto the kitchen counter. Utter garbage.

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