I dragged myself through the day, the weight of the world heavy on my shoulders. I couldn’t even summon the energy to turn on the television. My phone buzzed: a notification. A book announcement. A biography about me. Written by someone I’d never heard of.

The publisher sent me a copy. I read the first sentence, then the second, and then I just kept going. The narrative was expertly crafted, the story told with a smoothness that both enthralled and horrified me. It painted me as someone I didn’t know, someone confident and successful. I felt nothing but a dull ache in the pit of my stomach.

The person in that book wasn’t me. It was a lie. A cruel, beautiful lie. I threw the book across the room, but the words, the image of what I was supposed to be, remained etched in my mind, a constant reminder of all I had failed to become.

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