The aroma of freshly baked bread filled the small kitchen, but Sarah couldn’t bring herself to care. Her stomach churned with a familiar unease. Liam was humming, a tuneless melody that had become a constant backdrop to their lives. He was kneading dough with practiced ease, his brow furrowed in concentration. Then, he spoke. "¿Cómo va tu día, mi amor?" His Spanish was getting better. Much better.

A wave of heat washed over her. Sarah's hands clenched. She hadn't bothered to learn the language herself, not really. She'd relied on him, on his fluency. Now, the walls seemed to be closing in, a slow, tightening squeeze. She mumbled a reply in English, the words feeling brittle and inadequate.

Liam smiled, a genuine, warm smile that usually melted her. It didn't. Instead, it sharpened her anxiety. She felt a desperate urge to reach out, to touch him, to reassure herself she was still anchored. But she remained rooted, her voice failing.

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