The photograph of the house, pristine and perfect, felt like a slap in the face. It was the same address, the same peeling paint on the front porch she remembered from her youth, but it didn't feel like *her* house anymore. For months, Olivia had neglected herself. The empty coffee cups on her desk and the dirty clothes piled on her chair were evidence of that.

She’d lost track of time, of days, of any sense of purpose. Her once-vibrant apartment was now a chaotic mess. The joy she used to derive from creating art had vanished. Now, the canvas and brushes sat gathering dust.

She felt an overwhelming hollowness, a deep void within her. She scrolled through the listing, the descriptions of the house's features grating on her. The glossy presentation made her feel worse than she already did. The thought of going outside was overwhelming.

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