Rain lashed against the windows of the apartment, mirroring the turmoil inside Clara. She hadn't left the house in days. The takeout containers were piling up; the sink overflowed with dirty dishes. She knew she should clean, should shower, should at least open the blinds, but the effort felt insurmountable. A heavy weight settled in her chest, a constant, dull ache that stole the joy from everything.

She scrolled through the list of recommended therapists her GP had provided, her finger hovering over each name. Finally, she picked one, randomly, and booked an appointment.

The office was in a sleek, modern building, the antithesis of her cramped, neglected apartment. When she was called in, her heart dropped. It was Daniel, the kid who had terrorized her in elementary school. The same cruel eyes that used to make her cry.

"Clara," he said, his voice smooth, professional. "Please, sit down." The air felt thick, difficult to breathe.

"So," he continued. "What can I do for you?" The way the sunlight caught the dust motes in the air seemed to mock her.

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