The garden was overgrown, weeds choking the rose bushes. David stood by the back door, watching the leaves fall. His sister, Emily, was inside, on the phone making calls about landscaping.

He felt a deep sense of apathy. The thought of tending to it was exhausting. He couldn't muster the motivation.

He glanced at his hands. Even the movement seemed labored. The beauty of the garden was lost on him.

He was the last one in the family who could have kept it, but he felt like he was crumbling on the inside. He slowly walked back inside, away from the garden, away from the sun, away from everything.

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