The news had been relayed to David by a colleague. The stylized portrait he'd spent months on, on someone’s upper arm. David, usually the picture of calm, found himself unable to focus on his current project, his mind racing.

He couldn’t shake the feeling of…vulnerability. He'd gone out for a walk to try and clear his head. He watched the people passing by, each one a potential canvas for his work. The world suddenly felt full of secrets. He kept catching his breath, as though struggling for air.

He abruptly turned around and headed back to his studio, locking 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