The lawyer finished reading, his voice a drone in the grand, echoing living room. Amelia’s brother, Ben, inherited their father’s engineering firm, a monument to his tireless work ethic. Amelia’s inheritance was the family’s summer cottage, a dilapidated, seaside shack that had known better days. She felt a dull emptiness washing over her.

She thought about her brother, already making plans, brimming with ambition and a drive. She thought about the summer cottage, its peeling paint and leaky roof. She thought about the ocean. She wanted the sun, the sand, the peace. She wanted anything but this feeling of being submerged.

The sun outside was blinding. She wanted the shade. She wanted to disappear.

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