The notification pinged on her phone, a tiny, innocuous sound that shattered the quiet of her afternoon. She ignored it at first, pretending to focus on the book in her hands. But the insistent glow in her periphery wouldn't let her be. She finally looked. The headline: "Secrets From My Teenage Heart."

She slammed the book shut, the sound echoing unnaturally loud in the room. Her pulse pounded in her ears, a deafening drumbeat that threatened to drown out all other sounds. She sat, stiff and immobile, her gaze fixated on the window. Outside, the world seemed to continue, oblivious to the storm brewing within her.

A bead of perspiration trickled down her temple. She felt a profound sense of exposure, as if she were standing naked in a crowded square. It was too much.

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