The email notification popped up on Lenaโ€™s phone, and her breath hitched. Her palms began to sweat. Across the room, her roommate, Chloe, was sketching in her notebook, humming softly. The thought of Chloe getting the job instead of her sent a jolt of anxiety through her.

She picked up her phone and stared at the screen, but didn't open the email. The little icon seemed to pulse with an almost menacing light.

She ran a hand through her hair, a gesture she realized she'd been doing repeatedly throughout the day. She finally clicked the email.

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