"Hey, Liam, you alright?" Sarah asked, her voice filled with concern. Liam just shrugged, his gaze fixed on the cracked pavement beneath his feet. He felt a dull ache in his temples, a pressure that seemed to intensify with each passing moment. He couldn't meet her eyes.

He’d been so confident. So certain. Now, his carefully constructed plans were crumbling around him like a poorly built sandcastle. He kicked at a loose stone, sending it skittering across the sidewalk. "Yeah," he managed, his voice barely a whisper. He wanted to go home, to be alone, but he knew he couldn't. Not yet.

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
πŸŽ‰-0.233
happy-0.231
"-0.228