"Fantastic article, Eleanor! So proud of your work!" her mother's words rang in her ears, her voice laced with forced cheer. The words were directed at the wrong person. The article, the one about the historical significance of textile production, was hers. The byline, however, belonged to her cousin, Eleanor.

The apartment was spotless, a stark contrast to the chaos swirling inside her. Every surface gleamed, a testament to her meticulous nature, a desperate need for control. She'd spent the morning cleaning, a relentless attempt to scrub away the feeling of… something.

She glanced at the framed degrees on her wall, the evidence of her academic achievements. They felt like hollow victories now. She felt the urge to smash something, to scream, but instead, she just sat down, staring at the perfect order of her life, and sighed.

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