The world felt muted. Colors seemed less vibrant, sounds distant, a thick fog coating everything. She’d been cleaning out the guest room, a task she’d been putting off for weeks. In a drawer, beneath a pile of old photographs, was a small, worn piece of paper: her father’s bucket list.

"Visit the Great Wall of China," "Learn to speak Spanish," "Fall in love again." Her breath hitched. The last item, especially, hit her like a punch. Her father had been a widower for years, a solitary figure.

She let the paper flutter to the floor. The image of the Great Wall was far away. She imagined the noise of crowds. The effort of travel. She felt the tears begin, slow and silent.

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