Rain lashed against the window, mimicking the way her thoughts battered her. Amelia sat huddled on the couch, the blanket pulled so tightly around her it felt like a cage. The rhythmic drumming on the roof was a soundtrack to her misery.

Then the knock. A sharp, insistent rap on the door. It was Mr. Henderson from next door, his face a mask of annoyance. "The noise," he said, his voice curt. "It's been constant. The late-night movie marathons, they're disturbing my sleep."

She swallowed hard, the muscles in her throat refusing to work properly. "I... I'll turn it down," she managed, her voice barely a whisper. Back inside, the silence felt even heavier, a suffocating blanket woven from her own apathy.

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