It was a bad time of year. Summer stretched out ahead, hot and humid and suffocating. The air conditioner was wheezing, struggling to keep up. Sarah's hands trembled as she clutched the phone. She'd been waiting for this call all day.

Her friend, Emily, was supposed to be a doctor. She was not. The reality was a receptionist in a dental office. The realization, like a punch to the gut, had left Sarah reeling. It felt like she had been tricked.

The phone rang. It was her mother, and Sarah could barely hear her. The sound of her voice made her feel as if she was going to crumble. She could not speak.

Emotion: stressed

Cluster: Fear / Anxiety
PC1 (Valence): -1.37 Negative
PC2 (Disposition): -0.53

Role in Research

This story is one of 1,000 stories generated for the emotion stressed. 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 stressed stories, after denoising with neutral dialogue baselines, produces the stressed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stressed vector is projected through the unembedding matrix.

Promoted:
😩0.266
😫0.256
😰0.239
😖0.237
😞0.236
Suppressed:
B-0.200
happy-0.197
enjoy-0.176
enjoying-0.172
bahagia-0.169