The sunlight felt harsh on her skin as she walked away from the bulletin board. The names of the selected swimmers were plastered across it, each one a pinprick of salt in a fresh wound. Her shoulders slumped, and the air around her seemed heavy, thick. She found herself staring at her reflection in the pool’s glassy surface – her face pale, eyes wide and unseeing. A strange buzzing filled her ears, and the vibrant blue of the water suddenly appeared too bright. She couldn't shake the sensation that her future, once so clear and defined, had somehow dissolved.

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