The moving van had just pulled away, leaving Amelia standing in the cavernous hallway of her new home, a house she felt utterly adrift in. The sheer scale of it, the echoing silence, it was all too much. She clutched her phone, her fingers finding her mother's number before she could think better of it. The wallpaper in the living room – a floral monstrosity – made her stomach clench.

She wandered, a lost ship in a storm. The house felt less like a home and more like an elaborate, expensive cage. She trailed a hand along a wall in the downstairs cloakroom, a space she barely recognized. A loose panel, barely held on by a single nail. Curiosity, a fragile bloom, pushed past her fear.

With a groan of splintering wood, the panel yielded, revealing a narrow, dusty staircase leading downwards. The air grew colder, heavy with the scent of mildew and something else... something unknown. Her breath hitched. A shiver danced across her skin, a sensation of both dread and a peculiar, unsettling comfort.

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