"Are you serious?" Sarah’s voice cracked as she spoke on the phone. Her internship interview, the culmination of months of effort, was scheduled for the next morning. She’d meticulously prepared, but now, a storm grounding all flights threatened to ruin her chance.

She felt a wave of nausea wash over her. It had been her professor who'd gotten her the interview. The professor believed in her, was the one person who kept pushing her. She felt like she could never do anything right, except when someone else did it for her. And now, she was letting everyone down.

She knew she should call the potential employer, explain the situation, try to reschedule. But the thought of navigating the logistics, of advocating for herself, felt paralyzing. The responsibility of her own career and future was too much. She’d relied on her family for everything, for her support network, for even getting her to this point.

She slumped against the cold airport wall, tears welling in her eyes. The thought of being alone in this situation, of making her own decisions, terrified her. This was the one thing she thought she had going for 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