A bead of sweat trickled down Sarah’s temple as she stared at the invitation. The glossy photograph of her younger, more carefree self, grinning widely, felt like a taunt. Her palms were slick against the cool glass of her phone as she reread the date. Next month.

She closed her eyes, picturing the faces of her classmates, the popular kids, the ones she had secretly envied. A wave of heat washed over her, making her flush. She wished she could fast forward through it all.

Her phone buzzed, a notification. She jumped, her heart thudding against her ribs. She was on edge, like a tightly wound spring. She needed to focus on work. She tried, but the image of the reunion, the scrutiny, the potential awkward conversations, kept intruding on her thoughts.

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