"Never trust the things you can't see, child," the grandmother had always said. Lily now knew she was right, even though she had no idea what her grandmother was talking about at the time. The photos offered a glimpse of a different truth. Her mother had said her grandfather was a simple, quiet man. Here he was, in a fancy car, with a woman who was most definitely not her grandmother.

Lily’s hands trembled. She felt a knot tighten in her stomach. She thought about closing the album, but the compulsion to keep looking was stronger.

She sat on the floor, surrounded by the ghosts of the past. Her gaze kept going back to the photograph. Her mouth was dry, and she swallowed hard.

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