The attic air hung thick and stale, a suffocating blanket around Elias's shoulders as he hauled the ancient box across the dusty floorboards. He hadn't touched the place since moving in, a testament to his inertia. The previous owners, a flurry of cheerful optimism, had seemingly vanished, leaving behind only echoes of their past lives.

He pried open the lid, expecting cobwebs and disappointment. Instead, a cascade of forgotten treasures spilled out: a child's collection of painted wooden animals, a stack of love letters tied with faded ribbon, and a photograph of a woman with a smile that felt like a punch to the gut. He felt his throat constrict.

His fingers traced the outline of the woman's face. He knew he should feel a connection, an interest, a flicker of something, but the world was a dull grey inside him. He sighed and closed the box. Another layer of dust settled over everything, just like it seemed to be settling over him.

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