The apartment felt oppressively silent. John wandered from room to room, touching things, as if to reassure himself of their existence. The eviction notice was folded in his pocket, a constant reminder of his impending homelessness.

He opened the fridge, stared at its emptiness, and closed it again. He hadn't eaten properly in days. He couldn’t seem to find the appetite. His stomach churned. Each day felt like slogging through quicksand.

He slumped onto the sofa, the cushions sinking under his weight. He felt a profound sense of isolation, a feeling of being utterly alone in the world. He just wanted to disappear, to find some place where he could finally rest, where the weight on his shoulders would dissolve.

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