"Magnificent!" The word grated on Maya. Her sculptures, small, intricate clay figures, were the highlight of a local festival. They were placed on a pedestal, illuminated by harsh spotlights. She'd made them for herself, as a way to understand the darkness that swirled within.

She watched the crowd, their faces alight with enthusiasm. Their smiles felt vacant, their praise hollow. It was as if they were looking at something, not *seeing* it. A coldness settled in her bones. Each positive comment felt like a betrayal.

She couldn't bring herself to approach the display. The thought of hearing the false sincerity in their voices was unbearable. She retreated to the edge of the festival, observing from a distance. She slumped on a nearby bench, shoulders hunched. The festive music seemed to mock her.

A child ran past, their laughter echoing through the air. The sound pierced through her, leaving her vulnerable and alone. She felt a profound sense of isolation.

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