The eviction notice was a tangible symbol of his failure. Daniel glared at it. He'd poured his heart into this apartment, had tried to make it a home. Now, it was being ripped away.

He sat on the porch steps, watching the world go by. The sounds of children playing, the rumble of passing cars, all seemed distant and meaningless. He felt a gnawing ache in his chest, a sensation of losing something precious.

He remembered the laughter that had once filled the apartment, the small moments of joy. Now, all that remained was a profound sense of loss, a heavy, suffocating sadness. He closed his eyes, and the world seemed to tilt.

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