He stared at the ceiling, the cracks in the plaster becoming a constellation of forgotten worlds. The sheets were twisted around him, a physical representation of the knots in his soul. Coffee remained untouched on his nightstand, the aroma doing nothing to rouse him. The weight on his chest made it difficult to breathe, each inhale a conscious act of will. Sarah had been gone for months, and the silence in the apartment was deafening.

He heard Sarah downstairs, talking on the phone. Then, a word. A phrase. A dialect. Her grandmother’s language. He dragged himself out of bed and crept to the top of the stairs, peering down. Sarah saw him and quickly put her hand over the phone.

He had always felt as if Sarah didn't truly understand the core of him. Now, she was speaking words that echoed in the silence of his loss, words that he'd thought were lost to him, too. He retreated back into the darkness, a strange feeling blooming in his stomach.

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