The acceptance letter felt like a lifeline. Anya had clutched it so tightly she'd almost torn the paper. Now, staring at the university's email, the words blurred. The scholarship, the reason she was here, was a clerical error. It wasn't hers. Her stomach twisted, a cold knot forming. She'd told her parents she'd be okay, that she could handle everything.

Her hands shook as she picked up her phone, the cheap plastic cool against her skin. She had to call. Her mother would know what to do. The familiar comfort of her mother’s voice would soothe the tremors racking her. She just needed reassurance, needed someone to tell her everything would be all right. The dial tone felt like a vast, empty space.

She imagined the worried expression on her mother's face, the furrow in her brow, and she felt a wave of shame. How could she have let this happen? How could she have gotten so far out of her depth?

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