The world felt gray, muted. The email, *Your Teenage Diary Revealed,* seemed to magnify the mundane. She'd spent years trying to forget that time. Now, it was all being brought back. She wandered around her house, each object a painful reminder of her past.

She tried to distract herself. The television blared, but she couldn't focus on the show. She started making a cup of tea, then left it to go cold. The simple pleasures of life seemed distant, unreachable.

She clicked on the link. The website design felt cruel, the comments section already buzzing with judgement. She closed the screen, a wave of nausea washing over her. She couldn’t seem to breathe. She felt a profound sense of isolation, alone in a world that suddenly felt dangerous.

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