The world felt muted to Sarah. She wandered through the house, hands shoved deep in her pockets. The realtor, charming as they come, hadn't mentioned the grisly history, only the 'charming character' of the place. Found dead, a love triangle gone wrong, all right here.

She’d started avoiding the living room, the scene of the crime, preferring to huddle in the kitchen, the space feeling even more cramped than before. The once-bright tiles of the kitchen floor now seemed to reflect the hollowness inside her. She hadn't eaten more than a few bites of anything in days.

The silence of the house pressed in on her, broken only by the tick of the grandfather clock in the hall, each tick a hammer blow.

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