The flowers sat on the kitchen counter, a splash of color against the cold, gray morning. Emily stared at them, her jaw clenched. Roses, deep red, perfectly arranged. She hadn’t slept. Every shadow of the night felt like it had stretched, elongated.

She ran a hand through her hair, a sigh escaping her lips. The silence in the apartment was deafening, the echoes of their argument still ringing in her ears. He hadn’t called, hadn't texted. She turned away from the blooms, unable to meet their unblinking beauty.

She went to the sink, splashing cold water on her face. The image in the mirror, of a woman haggard and alone, was almost unbearable.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210