The crumpled paper felt hot in Amelia's clenched fist. Her fingers ached from the pressure. "Climb Mount Kilimanjaro," it read, in Liam’s infuriatingly neat script. *Kilimanjaro*. He'd never even mentioned wanting to go climbing. He’d barely mentioned *anything* lately.

She slammed the list onto the kitchen counter, the metallic clang echoing in the otherwise silent apartment. Sunlight streamed through the window, illuminating dust motes dancing in the air, a stark contrast to the churning storm inside her.

Amelia grabbed a mug from the cupboard and filled it with water. The tap shrieked. She took a long, slow sip, trying to cool the fire in her chest.

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