Mark slammed the book shut, the sound echoing in his otherwise empty apartment. "The Rise of Mark Carter" – a title that felt like a cruel joke. He had never been "risen" to anything. His breath came in shallow gasps. He’d discovered the book in his mailbox this morning, a slender volume with an expensive-looking cover. He immediately knew that it was not written by him.

He pushed away from the table, his chair scraping loudly against the wooden floor. He walked to the window and stared out at the city, the buildings seemed to be leaning in on him. He felt as if he was being watched, dissected, judged. A flush crept up his neck. What did this writer want? What were they going to do?

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
πŸŽ‰-0.233
happy-0.231
"-0.228