The cardboard box sat on the welcome mat, a mocking rectangle under the dim porch light. Rain was spitting, mirroring the way she felt inside, a constant, irritating drizzle. She kicked the box inside, barely glancing at the unfamiliar name scrawled across the top – “Arthur Finch.” Finch had lived here before her, a ghost she’d never met.

She dragged herself into the kitchen, the linoleum cold beneath her bare feet. The package remained untouched. Another day, another burden. She sighed, the sound lost in the hollow space of the apartment. She'd been staring at the wall for what felt like hours, the flickering light of the television reflecting in her vacant eyes. Finally, she gathered the strength to reach for the box cutter.

Inside, nestled amongst packing peanuts, was a book. “The Art of Birdwatching.” A hollow laugh escaped her lips. Birds. Soaring, free. She couldn't remember the last time she’d felt that.

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