The aroma of freshly baked bread, usually a comfort to her, now felt cloying and oppressive. Sophie’s sister, Olivia, was becoming a Scientologist. Sophie gripped the edge of the kitchen table, the wood digging into her palms. She wanted to scream, but the words wouldn't come.

She stared at her sister, trying to read her expression, to find some clue, some reassurance. Her sister's face was calm, serene. But Sophie felt… a chill.

She thought about her sister changing, about the beliefs and practices, which she knew so little about. She wondered if she'd be able to connect with Olivia anymore. She felt a growing sense of… loss.

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