He stared at the email, the words blurring before his eyes. Maya had been "traveling for work," a phrase that had always implied luxurious hotels and important meetings. Now, the truth was out: she was working at a hostel, cleaning rooms. He'd made career sacrifices to support her supposed success.

His breath hitched in his throat. He felt the cold seep into his bones. His own small business had barely taken off. He'd relied on Maya's income for the safety net. Now, there was no net. Only a dizzying drop into the unknown.

He wanted to scream.

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