"Really, Sarah?" Her mother's voice, sharp with disapproval, echoed in her memory as Sarah stared at the grainy photograph. It showed her mother, young and vivacious, laughing with a group of friends, clearly enjoying a life Sarah had been told was devoid of fun.

Tears welled in Sarah’s eyes. Her mother had painted a picture of hardship, of a woman who had sacrificed everything for her children. It was a story Sarah had swallowed whole, the justification for her own lack of ambition, her own comfortable inertia.

She felt a hollowness in her chest. The photographs were chipping away at the foundation of her security. She had believed she was serving her mother, but now she was unsure what her next steps should be.

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