The old farmhouse, usually filled with boisterous laughter and the comforting aroma of baked bread, felt eerily silent. Their parents, gone for a year now, had left behind their legacy. Their younger brother, Caleb, received the farm, the land, and the responsibility of tending it. It was exactly what he wanted.

For their older sister, Olivia, the inheritance was a collection of their mother's vast library, a room filled with towering shelves and the scent of old paper. She stood in the doorway, feeling the weight of the books, each one a testament to her mother's intellect and passion. But she could not imagine herself reading. The books seemed to mock her.

She closed her eyes, the weight of the world pressing down on her. The silence was deafening, the emptiness consuming.

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