"I just… I don't understand," she stammered to her advisor, her voice barely a whisper. Her hands, clasped together in her lap, were white-knuckled. The advisor’s office, usually a beacon of calm, felt oppressively small. The sunlight streaming through the window seemed too bright, the air too thick. Sarah hadn't slept properly in days; the news, a bombshell dropped in her inbox, had her constantly on edge. The thought of losing her place, the months of hard work, the promises she'd made to her family… it felt like her world was shrinking. Her vision began to tunnel, and she felt a wave of dizziness wash over her.

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