He slammed the door, the sound echoing in the cavernous apartment. Liam flung his coat onto the floor, ignoring the mail scattered across the hallway. His father’s bucket list, found hidden in a fishing tackle box, lay on the kitchen counter. "Visit the Amazon" – the words swam before his eyes. He poured himself a stiff drink, the amber liquid sloshing over the rim of the glass.

The memory of his father, always so practical, so grounded, wanting to explore a wild, untamed place was a hard pill to swallow. He ran a hand through his hair, a nervous gesture he’d inherited. Why had he never asked his dad what he truly wanted? He felt a tightness in his chest, a pressure that made it hard to breathe. 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