Sarah’s hands trembled as she stared at the email. Accusations of plagiarism. Her heart hammered against her ribs, a frantic bird trapped in a cage. She’d meticulously crafted the essay, she thought, though a pang of doubt, like a tiny splinter, burrowed into her mind. She needed her professor's approval; she needed the good grade. She felt utterly lost without it.

The familiar weight of her parents' expectations pressed down on her, a physical burden. She imagined her mother's disappointment, her father's quiet disapproval. They’d sacrificed so much for her education.

She immediately emailed her professor, offering to meet. Her plea was filled with a frantic desperation, a need for reassurance. The weight of potential failure threatened to suffocate 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