The flickering candlelight cast dancing shadows on the walls of the old apartment. Maria sat hunched on the floor, the wallet spread open before her. She'd discovered it in the hallway, near the building's entrance. The money, a vast sum, felt like a punishment. She couldn't cope on her own.

She closed her eyes, and all she could see was her mother. Every decision was a challenge. She picked up her phone and called her. Maria told her everything. Her mother told her what to do, and Maria felt a weight lift from her shoulders.

She would do as she was told.

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