The silence of the house was a suffocating blanket. Laura hadn't spoken, hadn't moved much. She’d spent most of her time lying on the sofa, staring at the ceiling. The ceiling had been her only companion the last week since she received the verdict of her manuscript.

The small studio apartment felt like a prison. The vibrant city outside, usually a source of energy, felt distant and foreign. The sound of construction, normally a background hum, now pierced her ears. Her usual routines were all gone.

The editor’s words, carefully phrased but devastatingly clear, replayed in her mind like a broken record. The manuscript, her passion project, was unwanted. The realization had cast a deep shadow over everything. She felt like a shadow herself.

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