The city felt like a prison, the buildings towering, the streets teeming with uncaring strangers. He walked through the park, watching the children play, feeling a pang of longing for a joy he could no longer reach. He ate without tasting, moved without feeling. Every day was a struggle, every night a torment. He was utterly, completely adrift.

He had made an appointment, a last resort. When he arrived at the office, his stomach twisted with dread. It was Ashley, the girl who had made his school life hell.

"Come in, Alex," she said, her voice calm and measured. The room was neutral, clinical. He felt suddenly vulnerable.

"So," she said, her gaze steady, "Tell me what's been going on." His mouth was dry, his throat tight. He sat, silent, unable to speak.

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