The key felt heavy in Leo’s hand, a cold, metallic weight that mirrored the hollowness in his chest. He jiggled it in the lock, the familiar click and groan of the aged mechanism a sound he barely registered. Dust motes danced in the lone sunbeam slicing through the front window, illuminating the neglect that had settled over everything. The air inside smelled of mothballs and unspoken grief, a scent that clung to his clothes and settled deep in his lungs, making each breath a chore.

His sister, Maya, bounced ahead, her energy a stark contrast to his own leaden limbs. She was already flitting from room to room, chattering about paint colors and new curtains. He trailed behind, the house's silent shadows swallowing him.

He ran a hand over the peeling wallpaper in the hallway. He felt his grandmother's absence acutely, a gaping void he couldn't fill. He couldn't seem to care about the repairs, the potential, anything at all.

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