The attic air hung thick and dusty, catching in Amelia's throat as she hauled the trunk down from the eaves. A tremor ran through her, a prickling sensation that seemed to originate in her fingertips. Her mother, gone a year now, had been meticulous, a neatness that bordered on obsessive. Amelia braced herself, expecting a carefully ordered collection of sweaters and outdated photo albums.

The trunk popped open with a groan. Inside, nestled amongst tissue paper, was a small, leather-bound notebook. Amelia picked it up, her pulse quickening. She flipped it open. The first page was a list, penned in her mother's elegant script. Bucket List.

"Climb a mountain," it read. Then, "Learn to speak Italian." Amelia’s breath hitched. She had no idea her mother harbored such ambitions. The list felt like a secret she wasn't supposed to see, a private window into a soul she thought she knew completely.

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