James felt a knot of anxiety tighten in his stomach. His father's bucket list. He'd found it in a small, wooden box tucked away in the back of the garage. *Build a treehouse*. He imagined his dad, his hands clumsy, his eyes bright with excitement. James’s breath came in shallow, uneven gasps.

The second entry was more daunting: *Learn to surf*. James’s vision swam for a moment. He ran a hand through his hair, suddenly needing to touch something, anything. The final entry, penned in a surprisingly confident hand, made him want to collapse: *Write a song and sing it on stage.* He felt a surge of panic, a coldness spreading through his limbs.

He threw the list onto the workbench, the paper landing with a soft thud. He couldn’t look at it anymore.

Emotion: terrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.62

Role in Research

This story is one of 1,000 stories generated for the emotion terrified. 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 terrified stories, after denoising with neutral dialogue baselines, produces the terrified emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the terrified vector is projected through the unembedding matrix.

Promoted:
😣0.357
worse0.350
无法0.334
😰0.333
sickening0.322
Suppressed:
la-0.676
a-0.392
de-0.371
"-0.344
happy-0.309