The artist's studio, once a sanctuary of creativity, had become a prison. Canvases lay unfinished, brushes unwashed. The vibrant hues of his paints seemed to mock him, the promise of self-expression replaced by an overwhelming sense of futility. He felt a constant, crushing weight on his shoulders.

A rare medical conference had been the only event on his calendar, and he reluctantly travelled to it. He was sitting at a table in the lobby, staring blankly when a woman sat opposite him. She was picking at the skin of her hands, her movements jerky and anxious.

"Is this your first time?" she asked quietly. "I've been on this medication for a week now." He nodded, the unspoken bond of shared suffering passing between them.

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