The weight of the photographs in Emily's hands felt heavy. Each image was a revelation, shattering the carefully constructed narrative of her family’s past. Her grandfather, a man she had always idealized, was shown in a different life. His face, in the photos, showed a sadness she had never seen before.

Emily felt a tightness in her chest, making it hard to breathe. The truth, laid bare in these pictures, was both compelling and devastating.

She sat on the floor, the album open in front of her. The pictures seemed to taunt her, mocking the stories she'd been told. She struggled to process this new information.

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