The wedding was in full swing, the air thick with perfume and the scent of expensive food, but to Maya, the atmosphere felt poisonous. He was there, by the open bar, a looming presence that stole the joy from everything.

She found herself, almost against her will, seeking him out with her gaze. Her stomach churned. She felt as though she couldn't make decisions without checking the reaction of the other.

She felt a surge of panic, a desperate need for the validation she'd been without for months. She wanted to run, to hide, and she couldn't. She needed him to see her, to approve of 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