The package, addressed to “Ms. Eleanor Vance,” sat on the table amidst a pile of unopened bills. She stared at it, the brown paper a dull echo of the colour that had seeped into everything lately. Even the sunlight seemed muted. Eleanor was usually punctual, organized, the type who paid bills the second they arrived. Now, the mail just became another thing to put off.

She poked at the package with a lethargic finger. Eleanor had hardly left her couch in days, the blanket a comforting weight that kept the world at bay. The scent of stale coffee hung heavy in the air.

With immense effort, she finally brought the scissors from the drawer. Inside the package, a framed photograph. A couple, smiling, bathed in golden light. Her mind instantly went to her own album of memories and a heavy ache resonated through her chest. It was a picture of the previous tenants, a life that seemed impossibly bright.

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