He listened to his daughter, Emily, explain her decision to convert to Judaism. Her voice was full of passion and conviction, which made Peter's shoulders slump. The kitchen seemed to shrink, closing in on him. He felt as if he might suffocate.

He spent the rest of the evening avoiding his wife and children. He kept replaying Emily's words in his head. They felt like a weight, pulling him down.

The next morning, he woke up with a pounding headache. He couldn’t bring himself to get out of bed.

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