He sat on the park bench, watching the leaves fall, each one a symbol of the slow, inevitable decline he felt within himself. He hadn't laughed in weeks, maybe months. His usual vibrant energy had been replaced with a deep, pervasive weariness. The world was a blur of colors that he could no longer feel. He had stopped going out.

He’d finally agreed to see someone, anyone. The name on the doorplate felt vaguely familiar. When the door opened, his face went white. It was Kevin, who used to make his life a living hell.

Kevin greeted him with a practiced smile. "Come in, have a seat," he said smoothly, gesturing to a comfortable chair. The room was well-lit, the walls adorned with calming landscapes, and Kevin’s smile was warm and welcoming, but it was just a face.

“So, what brings you here?” he asked, his voice calm, collected. Liam felt an overwhelming urge to run.

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