"Why?" The word escaped Amelia's lips, a whisper lost in the echoing silence of her childhood bedroom. Her father's draft resignation letter lay on the floral-patterned duvet. The words spoke of a dream deferred, a career cut short, and a quiet retreat from the world.

She felt a sharp pain in her chest, a coldness that seeped into her bones. She had always admired her father’s strength, his resilience. But in the letter, she saw a vulnerability she had never known existed. The constant criticism, the broken promises, the way he was constantly overlooked.

She wanted to tear the letter to shreds. She wanted to burn it. She wanted to obliterate all traces of the bitterness. Instead, she folded it carefully and tucked it inside the worn photo album, next to a picture of her father, smiling, from happier days.

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