The email inbox was a battlefield. Every new RSVP felt like a tiny stab wound. Sarah's birthday was a quiet dinner at her apartment, homemade lasagna, and a few close friends. Mark, however, was renting out a rooftop bar, promising cocktails and a DJ.

She found herself checking the attendance list on her own invitation every hour. The numbers remained stubbornly low. The apartment felt suffocating, the air thick with unspoken anxieties.

She stood in front of the mirror, examining her reflection. Her face felt pinched, her shoulders hunched. She imagined the glittering scene at the rooftop bar, the laughter, the music, the effortless fun. A coldness spread through her, a feeling of being completely and utterly inadequate.

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