"Just be yourself, honey," her mother had said that morning, her voice bright, but her eyes held a shade of something deeper. Emily hated that she knew it was a lie, and that her mother knew she knew. The unspoken expectation of her parents pressed down on her chest like a heavy weight.

Her old bedroom, once her sanctuary, now felt like a gilded cage. The floral wallpaper, the stuffed animals on the bed, all felt like relics of a life she no longer recognized. Her palms were damp, and she kept tugging at the hem of her sweater.

Her parents offered too much help, too much attention. The gentle questions, the offers to cook meals, to do her laundry, seemed invasive, a reminder of her dependence.

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