The vibrant colors of the sari her sister wore seemed to pulsate, almost to taunt her. "I'm embracing Hinduism," Maya had announced, her eyes shining with happiness. Emily's stomach churned. The comforting scent of the roast chicken, the smell of the pot of coffee, were suddenly off-putting. Maya always planned the family meals, the family trips. The thought of losing this support, of facing the unknown future without her, was suffocating. She couldn’t seem to breathe. She felt a cold dread wrapping itself around her, tightening with every passing second.

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