He ran a hand through his hair, tugging at the strands until he felt a sharp sting. The bank statement lay open on the kitchen table, a stark white rectangle that seemed to mock him. A cold dread settled in his stomach, a physical weight that made it difficult to breathe. He looked out the window, at the setting sun painting the sky in fiery hues, then back at the numbers staring back at him. Years of carefully constructed trust, shattered by a few digits on a piece of paper. He clenched his jaw, the muscles in his face tight.

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