Daniel paced his dorm room, his steps short and agitated. He’d seen the announcement on the university’s newsletter. His essay, the one about his complicated relationship with his older brother, had been chosen for publication.

He ran a hand through his hair, pulling at the roots. His stomach churned. It felt like a violation, a forced exposure of private family matters. He felt a burning sensation behind his eyes.

He stopped pacing and stared at the wall, his chest constricted. He wanted to shout, but the words were trapped in his throat. He felt exposed, vulnerable, and more than anything, deeply regretful. He wanted to take it all back.

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