The laptop screen glared back at Amelia, reflecting her distorted features. She slammed it shut, the sound echoing in the otherwise quiet apartment. It was *her*. Every detail, every quirk, every insecurity meticulously laid bare on the digital page. This wasn't a love story; it was a dissection.

Her hands clenched into fists. She felt a heat rising in her chest, a pressure building behind her eyes. He’d been so charming, so attentive, always asking about her day. All the while, he’d been cataloging her life, transforming it into fodder for his pathetic little book.

She found the bottle of whiskey in the cupboard and poured a generous amount into a glass. The amber liquid didn’t soothe her. It just fueled the churning in her stomach. "How could he?" she muttered, the question aimed at the empty air.

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