The package arrived the same day her former partner moved out. A cruel coincidence, she thought, as she slumped onto the sofa, the unopened box a looming presence in the living room. The room itself felt too big, too empty.

She hadn't bothered to get dressed, her clothes crumpled and unkempt. The apartment felt cold, the air heavy with an emotion she couldn't name. She had avoided sunlight and contact with the outside world for days.

The box was addressed to "Mr. Thomas Miller." She imagined him, the previous tenant, a person who might have lived a life completely opposite of her own. With a sigh, she picked at the tape. Inside, a collection of woodworking tools. A sharp, clear reminder of a life she'd never have.

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