The ornate silver locket, engraved with her great-grandmother’s initials, lay open in her hand. Her mother had decided to sell it, a decision that left a bitter taste in her mouth. She hadn't expected this.

She closed her fingers around the locket, feeling the cool metal against her palm. It held a miniature photograph, faded and worn, of her great-grandmother smiling. She wished she could have met her.

Her mother's voice, chirpy as always, broke through her thoughts. "It's just jewelry, honey. We can find something else." She opened her mouth to argue, but the words wouldn't come. She swallowed, feeling a lump rise in her throat.

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