The announcements blurred into a meaningless drone as Maya watched her connecting flight disappear from the screen. She was on her way to a crucial business meeting, a presentation she'd poured countless hours into preparing. The responsibility was terrifying.

Her boss, who had taken her under his wing, had relied on her. She had been so scared of messing things up, but she'd finally thought she was ready. She had depended on the boss's feedback, his guidance, his confidence in her. Now, stuck here, she felt a profound sense of inadequacy.

She knew she should call her colleagues, explain the situation, coordinate a backup plan. She should take charge. But the thought of making these decisions, of navigating this crisis on her own, paralyzed her. The thought of her boss's disappointment, her colleagues' impatience, made her stomach churn.

Maya sank into a chair, feeling utterly alone and exposed. The unfamiliar feeling of independent responsibility was overwhelming. She just wanted someone to tell her what to do.

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