The package lay on the doorstep, a testament to her inertia. The name on the label, “Mr. Silas Blackwood,” was a phantom from the past. She hadn’t ventured outside in days. The blinds were drawn, the world outside a blurry, unwanted distraction.

Her body felt heavy, her thoughts sluggish, the familiar ache of sorrow settled deep inside. The air was stale, the apartment a tomb. She moved in slow motion.

She slowly brought the package inside, the cardboard rough against her skin. Inside, there was a framed photograph of a happy family. A photo of a life that felt a million miles away from her. The happy smiles burned in her mind.

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