The cursor hovered over the listing. A familiar brick facade stared back, the one she’d traced with a stick countless afternoons while waiting for the school bus. Her fingers, usually nimble, felt strangely clumsy as she clicked. The interior shots flashed, glossy and impersonal, erasing the ghosts of crayon murals and the scent of her mother's baking. A wave of nausea, like an elevator plummeting, washed over her. She scrolled down, searching for the agent’s contact information, her breath hitched with each click. A phone call… that felt impossible.

She reached for the half-eaten bag of chips, the salt suddenly clinging in her throat. The apartment felt too quiet, the silence echoing her solitude. Days melted into a blur of identical routines, each a carefully constructed fortress against any unforeseen event. She craved the comfort of the familiar, the solid reassurance of a constant, the house had represented that. Now it was just a picture, a symbol of a past she couldn’t quite grasp, yet clung to with a white-knuckled grip.

She squeezed her eyes shut. She'd get through this. She always did. But the feeling, the ache of not being able to manage this on her own, remained.

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