It was during a book signing. He’d barely looked up. He was tired, weary after hours of speaking and signing. A fan approached, holding out a book. Then, he looked up.

On the fan's hand, a sprawling rendition of his book cover art, permanently etched into their skin. He stammered a thanks, but the words felt hollow and disconnected.

His vision swam. He swallowed hard, trying to regain control. The room was spinning. The pen slipped from his fingers. He had to escape the suffocating presence of all these eyes on him.

He was desperate to leave. The line of fans seemed to stretch endlessly.

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