The park, usually a source of solace, felt like a judgment. The vibrant green of the trees, the laughter of children, the easy camaraderie of dog walkers – all of it magnified the stark contrast of his inner state. He felt detached, an observer of a world he couldn’t participate in. He dragged himself along the path, ignoring the sun's feeble warmth.

He sat on a bench, head in his hands. A voice startled him. "Are you alright?" A man was standing nearby, his face etched with worry, but what drew him was the way he was leaning on his walking stick. His gait, and his posture - it all just looked so familiar.

"I just can't seem to get up today," the man confessed softly, his words laden with a weary resignation that resonated deeply.

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