He avoided eye contact with the realtor. The man’s forced cheerfulness grated on his nerves. He felt a deep, pervasive sense of weariness, a lethargy that clung to him like a shroud. He felt leaden, incapable of expressing the turmoil within.

He wandered through the empty rooms, the echoes of laughter and arguments still clinging to the walls. He touched the window sill, tracing the outline of a sticker he’d put there as a child. A tear escaped and trickled down his cheek.

He felt a profound sense of isolation, a disconnect from the present. He wanted to scream, to shatter the silence with a primal cry, but the words were trapped, lodged in his throat.

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