The bookstore was a haven from the biting wind, and the ache in his shoulders and neck. He slumped onto a bench, a heavy sigh escaping his lips. He’d picked up a copy of *The Odyssey*, hoping to be transported far away from his current woes. A feeling of dread settled in his gut; he just wanted everything to be simple.

He opened the book, letting the pages fall where they may. He found a folded piece of paper. He unfolded it and his fingers trembled slightly. Inside, there was a poem, scrawled in a frantic hand, about the overwhelming weight of duty, of promises made and broken. He recognised those feelings all too well. He wanted to scream.

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