The ballroom lights were too bright, the air thick with the smell of perfume and forced camaraderie. Every forced conversation felt like walking through treacle for Ben. He leaned against a pillar, watching the happy couple from afar.

He saw Olivia, her red dress a vibrant splash of color against the neutral tones of the room. He felt a familiar hollowness in his chest, a heavy weight that seemed to pull him down. The memory of their last fight, sharp and stinging, flashed in his mind.

He picked at a loose thread on his jacket, a nervous habit he'd developed. He just wanted to go home. He closed his eyes, imagining the quiet of his apartment, the comforting darkness that waited for him.

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