The air in the sterile hospital room felt thin, difficult to breathe. “I’m joining the Baháʼí Faith,” announced her mother, her face gaunt but serene. Margaret felt a hot flush crawl up her neck. She relied on her mother for so much, the doctor's appointments, the weekly grocery runs. All the little details were taken care of. Now, everything felt precarious. She felt a profound sense of loss, a chilling fear that she would be utterly helpless. The room seemed to shrink, closing in on her.

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