A chill settled in around David as he read the first chapter. He’d stumbled upon it in a used bookstore, tucked away on a lower shelf. "David Harding: A Portrait of Resilience" – the title mocked him. His fingers traced the smooth cover, his stomach clenching. He hadn't lived a life worthy of such a tome. The carefully chosen words, the flattering descriptions, felt like a betrayal.

He retreated to a quiet corner, trying to absorb the information. His palms were slick. He kept glancing up, expecting someone to be watching him, judging him. The author, whoever they were, seemed to know all his secrets. A knot formed in his throat, making it difficult to breathe. The air in the bookstore felt suddenly too thin, too close. He hastily paid for the book and ran out into the street.

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