The tiny, perfectly ordered bonsai garden in the back yard felt oppressive. Each carefully shaped tree represented years of patient pruning and nurturing. David had poured his heart into this garden. His daughter, Chloe, now spent hours there, tending to them with an uncanny understanding. She was becoming better than him.

“Dad, the Juniper needs a little more sun,” Chloe announced, her voice confident.

David just grunted, turning his back to the intricate beauty of the bonsai, suddenly finding the birdsong irritating.

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