Rain lashed against the windowpane, mirroring the storm raging inside her. The notification on her phone read, "Your childhood journal is now available online." A wave of nausea washed over her. She knew that diary. She remembered the late nights spent writing about her secret hurts, her teenage loneliness. That private space, now public.

She considered ignoring it, deleting the email, pretending it hadn’t happened. But the morbid curiosity clawed at her. She fumbled for her glasses, her hands shaking as she typed the URL. The words, so familiar, so personal, jumped out from the screen. A wave of shame threatened to overwhelm her.

Her breath hitched as she scrolled down, reading her teenage self's outpourings. Each sentence, a painful reminder of the years that had been. She felt a profound weariness, a desire to pull the covers over her head and disappear. The world seemed suddenly too loud, too bright, too much.

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