A sudden downpour outside matched the storm brewing inside her. He was speaking in Urdu, fluently. His family was visiting. She used to lean on him for explanations, to translate the nuances. Not anymore, it seemed.

The air felt thick, heavy, difficult to breathe. He seemed to have entered a world she could no longer access. She felt herself shrinking, becoming smaller and less significant.

She forced a smile, but it felt brittle, fragile. She gripped the edge of the table, her knuckles white. She was utterly alone, even in the midst of his family.

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