Maya stared at the notice, the words blurring through her tears. She didn't bother to wipe them away. The eviction was just another blow, another reason to curl up and vanish.

She sat on the floor, surrounded by discarded clothes and takeout containers. The aroma of stale food hung in the air, a reminder of her neglect. She had stopped cleaning, stopped caring. She felt disconnected from the world, from her own self.

She pulled her knees to her chest, resting her chin on them, as if to shield herself from an invisible assault. The world was a vast, chaotic place, and she felt like a tiny, insignificant speck, swept away by the current. She felt so tired, bone-deep tired.

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