Ms. Abernathy tapped her pen against the surface of her desk, the rhythm a frantic counterpoint to the quiet hum of the empty classroom. Her stomach churned. The unexpected delivery – a beautifully wrapped package, delivered by a messenger service – sat mockingly on her desk. She’d recognized the handwriting on the tag immediately: David Miller, a student who'd barely passed her class five years ago. What could it be? The uncertainty gnawed at her. She picked it up, her fingers fumbling slightly with the ribbon, and sat back, her breath catching in her throat.

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