"Unbelievable," Clara muttered, her voice barely above a whisper. Her manuscript, her *baby*, was now branded with someone else’s name. It was a complete violation, a personal attack. She felt a profound sense of defilement. She let out a shaky sigh.

She felt a wave of dizziness wash over her. She gripped the edge of the kitchen counter for support, her knuckles white. Her vision blurred, and the world seemed to spin. She wanted to crawl into a hole and disappear. She wanted everything to stop.

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