The familiar clatter of the coffee shop felt distant to Ava. Her gaze was fixed on the email in her phone. Professor Jones. Leaving. She'd been so sure about her project, so confident in her advisor's guidance. Now, all that certainty evaporated.

She absentmindedly stirred her coffee, the spoon clinking against the ceramic cup. She ran her fingers through her hair, a nervous gesture. She imagined the endless paperwork, the new meetings, the process of starting over. A heavy feeling settled in her stomach.

She took a shaky breath, the rich aroma of the coffee failing to soothe her. She was adrift, and she didn't know which way to go.

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