The key scraped in the lock, and David cautiously entered the room. His heart hammered against his ribs. His journal, always hidden, was now in plain sight, sitting on top of his pillow. His stomach churned.

He scanned the room. His roommate, Kevin, was absent. That somehow made it worse. He felt a frantic urge to rearrange things, to erase any trace of what had happened. He picked up the journal, flipping through the pages, unable to bear the thought of someone else knowing what was inside.

He dropped the journal back down on the pillow. He felt a wave of dizziness, and had to grip the edge of the desk to steady himself. He needed air. He left the room, slamming the door behind him.

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