The world felt muted, like the sound was turned down. Everything seemed to take effort, even breathing. Sunlight spilled through the kitchen window, hitting the dust motes dancing in the air, a constant reminder of the unfinished state of everything. A sudden knock at the back door made her flinch.

It was Sarah, from the other side. "Hey, could I maybe borrow a bit of your yard? I was thinking of starting a herb garden, and the sun there is just perfect." Sarah's voice was bright, hopeful. It grated.

She focused on the chipped paint on the doorframe, letting the silence hang. The request was a small thing, a simple favor. But it felt like a mountain. Finally, she managed a weak, "I… I don't know." Sarah’s smile tightened at the edges before she moved on. Silence returned, and the weight settled back in the pit of her stomach.

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