It was the little things that got to him. The way his roommate, Sam, suddenly became overly friendly, offering him snacks and a ride to class. Michael felt his skin crawl. He knew.

He avoided eye contact, his mind replaying the scenarios. The journal, now a weapon, pointed at him. He struggled with the urge to confront Sam, but cowardice held him back.

He found himself wandering the campus library, lost in thought. He picked up a book, but the words blurred. The shame, the vulnerability, the sense of violation, gnawed at him. He couldn’t focus. He dropped the book and left.

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
🎉-0.233
happy-0.231
"-0.228