"Are you sure you're alright, Mark?" His mom's voice echoed in the hallway, laced with a concern that mirrored his own inner turmoil. He brushed off her question, offering a weak smile. He felt a throbbing pulse behind his eyes that wouldn't cease.

He couldn't eat. The dinner on his plate looked unappetizing. He pushed the food around, the clinking of his fork a distracting noise. The prospect of facing Coach Thompson felt like an immense burden.

He had always strived to be the best. The thought of failure was a cold weight in his chest. He excused himself from the table, claiming fatigue, but the truth was he was simply unable to stay calm.

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