The accusations, plastered all over campus social media, were relentless. Emily’s breath hitched in her chest. She scrolled through the comments, each one a sharp, stinging wound. The world felt hostile, a constant barrage of judgment and criticism. She deactivated her accounts. She couldn't bear to be seen.

The walls of her apartment felt like they were closing in. Her phone lay silent. Her friends tried to reach her, sending messages of support, but it was just too much. She couldn't face them. She knew she was being unreasonable, but she felt trapped inside a glass box.

The darkness of her room felt like a safe haven. It was a place to hide, to shut out the world, to forget. But even there, the accusations echoed in her mind.

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