The sound of the saw, the incessant buzz, felt like an assault. He buried his face in his pillow, trying to muffle the noise, but it seemed to vibrate through the entire house.

He hadn't been sleeping well lately, or rather, he had been sleeping too much. But even when he was awake, he felt tired, a bone-deep weariness that clung to him like a shroud.

He hadn't left the house in three days. The mail was piling up on the doormat, unopened. The dishes were stacked in the sink, a monument to his inaction.

The fence was a physical manifestation of the progress he wasn't making. The steady, measured pace of construction mocked his own stagnation. He closed his eyes, wishing the world would just go 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