"This place is falling apart," Clara's brother, James, muttered, his voice echoing in the kitchen. He was running his hands along the cracked countertops. She barely registered his words. She stared out of the window at the rain, a grey curtain that mirrored her mood.

She had agreed to inherit the house with him, but the responsibility felt like a mountain she couldn't climb. She felt like an imposter.

She watched the rain batter the window panes, each drop a tiny hammer blow against her already fragile state. He began making a list of repairs, but she couldn't bring herself to help.

She retreated to a dusty corner of the kitchen, feeling utterly lost.

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