The world outside her window had become a blur of gray. Sunlight felt like a personal affront. She preferred the dimness of her room, the comfortable silence, the absence of demands. She wasn't sleeping well, and felt a perpetual chill. Her online friend, "Cipher," always seemed to know the right things to say. They’d built a bond over shared frustrations and a mutual love of obscure art.

A notification popped up, offering a meet up. She knew the coffee shop. It was the one he always used as a backdrop to his photos. The idea of a real-life Cipher felt both terrifying and alluring. He was everything she wasn’t – bright, sociable, and engaged with the world.

She closed her laptop, the screen reflecting her face, gaunt and pale. The prospect of facing him, of being judged, was crushing. She simply couldn’t.

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