The clinking of glasses and the incessant chatter were deafening to Sarah. She preferred to sit alone at a table, watching the festivities with glazed eyes. The sight of everyone enjoying themselves only emphasized how very far from that she felt.

Then, she saw Daniel. He was talking to a group of friends, his smile bright, his posture relaxed. The way she had loved him. A burning sensation, a mix of anger and regret, spread through her.

She excused herself and went to find the restroom. She splashed cold water on her face. Her reflection stared back, a stranger. She was losing herself.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307