The realtor had told Maya to clean out her childhood bedroom before listing the house. The thought had filled her with dread. She’d procrastinated for weeks. Now, facing the task, her breath hitched in her throat.

A trunk in the corner revealed a shocking discovery: every single piece of artwork she'd ever created, every test, every spelling quiz. Her mother had held onto it all, a silent record of her achievements and shortcomings. She felt a familiar hollowness, a sensation of being anchored to this space, to the memory of her mother's care.

She ran her fingers over a faded crayon drawing. She remembered the pride she felt, the encouragement she received. It was a warmth that had always been present, and she wondered how she would deal with the cold when it was removed.

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