The world had shrunk. The email sat in her inbox like a ticking bomb. *Your Diary: Now Online.* She sat at her kitchen table, staring out the window, watching the leaves swirl in the wind. She hadn't wanted to remember those years, that awkward, uncertain time.

Her phone buzzed with notifications, each one a tiny stab of anxiety. She opened the link with a deliberate slowness. The website layout was garish, the comments section already buzzing with replies. The words of her teenage self leaped off the page. Each sentence a painful reminder of vulnerability.

She closed the laptop, a shudder running through her. The air in her apartment felt thick, heavy. Her head throbbed. She just wanted to crawl into bed and sleep. Perhaps she could wake up and the world would be different.

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