The world felt muted, as if seen through a thick pane of glass. Sarah moved through the motions of her day, each action a chore. She sat by the window, watching the leaves fall, a slow, deliberate dance of decay. The city's noise, usually a comforting backdrop, now felt intrusive, a constant reminder of her isolation. Her husband, David, was working late again.

The front door opened, and David walked in, greeted her in her native tongue. He fumbled slightly, his accent thick. She watched him, utterly bewildered. He had never made any effort to learn.

She wanted to scream. She wanted to cry. Instead, she just turned away, her throat closing up. This sudden attempt felt less like a gesture of love and more like an indictment of her own failures, a cruel mirror reflecting her own lack of growth.

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