"Condo conversion," Brenda repeated, the words tasting like ash in her mouth. She'd always rented, always felt a sense of impermanence. But this was different. This wasn't just a move; this was… a crumbling of her foundation. Her apartment had been her cocoon.

She'd lived here for so long, she had gotten to know the rhythms of the building. She knew when the garbage truck came, when Mrs. Gable watered her plants, when the couple upstairs fought. Her life revolved around these routines. She didn’t know how to navigate the world without that structure.

She felt a physical ache in her chest. A wave of nausea rolled through her. She clutched the edge of her kitchen counter, the cool granite a small comfort. She needed… someone to tell her what to do.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. 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 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258