The listing's title, "Charming Family Home," felt like a cruel joke. Maria sat on her couch, a half-eaten container of takeout perched precariously on the coffee table. The photographs of the house, vibrant and full of life, were a vivid contrast to the state of her apartment. Dust motes danced in the shafts of sunlight, uninvited guests in her world.

She hadn't been able to sleep, tossing and turning through the night. The exhaustion was wearing on her. She felt a profound weariness, a sense of having been irrevocably damaged. She’d stopped answering calls and texts, the mere thought of a conversation filled her with dread.

She pulled the blanket tighter around herself. It wasn’t enough.

The house on the screen offered a glimpse of a past she couldn't recover, a future she couldn't reach.

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