A tremor ran through Amelia’s hands as she watched the final boarding call disappear from the screen. She needed to be in Italy. Needed to be there for her grandmother's 90th birthday, a milestone the old woman had waited her whole life to reach. The delay felt like a personal affront.

Her breath hitched, and she instinctively reached for her hair, twisting a strand around her finger. The airport, usually a vibrant hub of activity, seemed to shrink and suffocate her. The fluorescent lights buzzed overhead, adding to the growing pressure in her chest.

"This is unbelievable," she muttered, the words escaping her like a frustrated sigh. She knew what she’d miss: her grandmother's laughter, her stories, the familiar warmth of her embrace. That thought fueled her. She'd fix this. She'd find a way to get there.

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