The news felt like a physical blow. Her diary, her most treasured confidante in those difficult years, now on the internet for all to see. A dull ache settled behind her eyes, the familiar weight of exhaustion. She'd fought so hard to move past that stage of her life.

She moved listlessly through her apartment, picking at a piece of fruit she wasn't hungry for. The world felt muted, lacking color. She saw a notification on her phone for the article. Hesitantly, she clicked it. Her eyes scanned the first few entries and that was enough.

She dropped the phone and wrapped her arms around herself, as if trying to shield herself from the world. A deep sigh escaped her lips as she felt the familiar knot forming in her throat. She sank into the couch, the light from the window reflecting in her tear-filled eyes.

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