The afternoon sun cast long shadows across the lab bench as Chloe stared at the message on her computer screen. Professor Anya Sharma, leaving. The words danced before her eyes, blurring into an incomprehensible jumble. Her hands trembled, spilling a drop of solution on the table.

She picked up a paper towel, wiping the spill with jerky motions. Her carefully planned experiment felt insignificant, pointless. Her whole future, the one she had so carefully mapped out, felt suddenly uncertain. She chewed on her lip, a nervous habit she hadn’t indulged in for months.

She felt a prickle of tears behind her eyes. She blinked rapidly, forcing them 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