"Are you sure you want to go to this concert?" Mark's roommate, Ben, asked, his brow furrowed. Mark forced a laugh, but the sound felt brittle. He'd been ecstatic about the band for months, but now, a knot twisted in his gut. The online friend he’d spilled his soul to for years, "CyberShadow," had mentioned being a huge fan of the same band.

The arena lights felt harsh, too bright. He kept scanning the crowd, his eyes darting. He clutched his ticket so tightly it crumpled. His hands felt clammy. The opening act blared onto the stage and he jumped, startled.

He found himself constantly adjusting the collar of his jacket, though he wasn’t even warm. He wanted to enjoy the music, he really did. But the feeling of being watched, of being found, was overwhelming.

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