The cafeteria buzzed with the usual Friday afternoon energy, but for Chloe, it was a cacophony of unwanted noise. She pushed her untouched tray of food across the table, the plastic clattering. The vibrant colors of the surrounding students’ clothes seemed to mock her. The laughter and chatter were like a foreign language.

She kept replaying the email in her head, each word a fresh wound. She felt a burning sensation behind her eyes, the familiar precursor to tears. She picked at a loose thread on her sleeve, pulling at it until it snapped. She wondered if she should go back to her dorm or if she could face anyone at all.

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