The movers were long gone, the echoes of their footsteps the only signs of other people existing. Eleanor stood in the center of her new, grand, empty living room, the space swallowing her whole. She hadn't eaten in two days, her stomach a tight knot of nothingness. The house felt cold, even with the central heating running.

She was idly running her hand along the wall of the kitchen, looking for a way to break the monotony. Her fingers brushed against a barely-noticeable seam. Pressing, she heard a click. A section of the wall swung inward, revealing a small room.

Inside, a collection of antique clocks, frozen at different times. Each ticking loudly, each measuring something that no longer interested her. The sound both annoyed and soothed her.

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