The musty air of the attic pressed down on him, a physical manifestation of the weight he carried. He'd never felt the impulse to go up before. The last owners, those bustling people, had left a lifetime’s worth of things behind.

He unearthed a small wooden chest. Inside were a collection of old toys, all in pristine condition. He stared at them, an overwhelming sense of indifference washing over him. The toys were relics of a happiness he couldn't grasp.

He closed the chest with a hollow thud. He felt a profound weariness, an exhaustion that seeped into his bones. The attic seemed to mock his current state of being.

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