The phone rang, jolting her. A friend, asking if she'd seen the article. Her diary. Online. She hung up, her hand shaking. The world seemed to tilt on its axis. How could someone do this?

She retreated to her bedroom, pulling the curtains closed. The room became a dim, private space. She wanted to be nowhere. She lay on her bed, staring at the ceiling, the patterns of the plaster swimming before her eyes.

She forced herself to open the link, bracing herself for the inevitable. The words from her past echoed in her mind. Her chest felt constricted, and breathing became an effort. All she wanted was to be left alone.

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