It was as if the world had lost its sound. Everything was muted, quiet. The discovery of the account had filled her with a sense of weariness, a profound sense of loss. She felt a profound unwillingness to interact, to respond, or to engage.

She stared at the ceiling, the patterns of the plaster blurring into meaningless shapes. The bed, once a place of comfort, now felt like a prison. She considered getting up, but the effort seemed too great.

She was adrift in a sea of emotional inertia. The house felt cold, even though the thermostat was turned up. She pulled the covers over her head, shutting out the world.

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