The weight of the unopened bills piled on the kitchen counter felt crushing. Sarah hadn’t touched them in weeks, the mounting debt a constant, nagging worry. Her mother’s old desk in the spare room was next, a task she had been putting off indefinitely. The thought of it made her stomach churn.

She finally forced herself to open a drawer, a cloud of dust puffing out. There it was, tucked beneath a stack of old recipes: a letter. A draft. Her mother’s letter of resignation from the law firm where she'd worked so hard. The language was precise, professional, but the underlying sentiment was devastating. “…the pursuit of justice now overshadowing my personal life…”, it declared.

Sarah ran her fingers over the faded ink, the words hitting her like a physical blow. Her mother, the woman she always thought had it all, felt like this, too. The loneliness, the unspoken burden of expectations, suddenly felt all-consuming.

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