The completed fence stood stark and new, a barrier that seemed to define his world. He stood on his porch, staring at the perfectly constructed lines. It seemed to judge him, to highlight his own flaws and imperfections.

He felt a profound sense of isolation. The world felt distant, muted. The joy others seemed to experience was a mystery to him, a language he no longer understood.

He hadn’t spoken to anyone in days. Even his own reflection seemed a stranger. The silence of the afternoon was oppressive, broken only by the chirping of birds he couldn't bring himself to enjoy.

He took a step back inside, the door closing with a dull thud, and shut himself away.

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