"It's probably fine," Clara muttered, trying to convince herself as she walked the familiar route. She kept touching the necklace her grandmother had given her, the one with a little acorn charm. She hadn’t visited in years, and the anticipation was building.

She found the place and stopped dead. Her mouth fell open. The space was vacant, an unkempt patch of grass where the old elm had stood. She felt a cold sweat break out on her forehead.

Her eyes stung, and she swallowed hard, fighting back the unwelcome tears. She ran a hand through her hair, a gesture of frantic disbelief, her fingers tangling in the strands.

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