The email arrived first, a curt notification about the book’s release. Then, the book itself, arriving anonymously on her doorstep: “Ava Carter: Echoes of Silence.” She ripped open the package, her movements jerky. Her hands were cold.

She scanned the first chapter, the author's voice, unfamiliar and yet…present. It was all there: her childhood, her relationships, her secrets. She felt a burning sensation in her chest, a tightening.

She needed air. She threw open the window, the cold March wind whipping through the room. She stood there, inhaling deeply, trying to calm the tempest inside.

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