Rain lashed against the windows, mimicking the relentless drumming inside Amelia's head. She stared at the swirling grey landscape outside, a bleak mirror of her own feelings. The unopened bills piled on the kitchen counter seemed to mock her inaction. Each morning, the same crushing weight settled in her chest, making the simplest tasks feel monumental. She hadn't left the house in three days, the grocery store a distant, impossible objective. Today’s mail delivered a letter she knew, even before she opened it, would change everything. The words swam before her eyes: *“Dear Ms. Amelia Blackwood, We are writing to inform you…”* It was about a DNA test.

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