The knot in Chloe’s stomach tightened with every tap of the notification bell. It was supposed to be *her* day. A brunch, a spa day, a quiet evening with the people she loved most. But now, it seemed, everyone was going to Emily’s. "Mega party alert!" the group chat screamed.

She stared at the perfectly arranged tables, the colorful balloons, the thoughtful little gifts she had prepared. All felt wrong, staged, hollow. She felt a sudden, sharp ache in her chest.

Chloe bit her lip, blinking back tears. She desperately wanted to call Emily and ask her, “Why?” But the words felt too fragile, the question too vulnerable. Instead, she wandered into the kitchen, reaching for a forgotten box of cookies.

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