The phone rang, and Mrs. Gable jumped, nearly spilling her tea. The caller ID displayed a number she didn't recognize. Her mind raced, remembering the students sheโ€™d taught over the years, the ones she'd helped, the ones sheโ€™d maybe let down. It was probably just a wrong number. Still, a chill ran down her spine. The unexpected gift โ€“ a delicate music box โ€“ had arrived that morning, sent by a notoriously disruptive student, Ethan Blake. She answered the phone, her voice shaky.

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
๐Ÿ˜ฐ0.277
๐Ÿ˜ฃ0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
๐ŸŽ‰-0.233
happy-0.231
"-0.228