The house seemed to hum with a discordant energy. Sarah felt as though she were operating underwater, her movements slow and thick. The secret account felt like a physical weight, pressing down on her chest. Her husband's explanation, a long-winded tale about financial security, was like a foreign language.

She stared out at the garden, the vibrant colors of the flowers a mockery of the grayness she felt inside. She didn't want to engage, didn't want to argue, didn't want to feel. The thought of confronting him was exhausting.

The curtains remained drawn, blocking out the light, creating a sense of perpetual twilight. She wrapped her arms around herself, trying to ward off the chill that seemed to emanate from within. She felt utterly alone.

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