The friend request from Sarah, the girl who used to call her ‘four eyes,’ sat there, defiant, on the screen. Maya’s heart beat erratically. She felt a lightness in her head, as if she were about to float away. It was a sensation she hadn’t experienced since she was a child.

She closed her laptop with a snap. The sound echoed in the quiet room. Her breath hitched. She went over to the window, staring out at the vibrant green of the park. It was a beautiful day, filled with the sounds of children playing, but she couldn’t find joy in any of it.

She hugged herself, arms wrapping tightly around her body. She imagined the words Sarah might write, the words that could be said, that could still hurt. Then, after a few minutes, she forced herself to breathe deeply, each breath measured and controlled.

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