The silence in the apartment pressed down on Sarah. She stared at the email on her laptop screen, the words blurring before her eyes. The party for her boyfriend’s promotion was off. The decorations she'd bought lay crumpled in the corner of the room. A tightness spread through her neck and shoulders.

She closed her eyes, trying to force the feeling of disappointment away, but it clung to her like a shroud. She ran a hand through her hair, tangling it further. A knot of frustration formed in her stomach.

She got up and started aimlessly wandering. Her pace quickened as she moved from room to room, looking for a distraction. She picked up a photo, then threw it back down.

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