She stared at the screen, the article, the words, the name. "By Thomas Blackwood." A wave of… despair washed over her. She felt her throat constrict. He had stolen her work, her voice, her future. But the thought of fighting back… terrified her.

She imagined the editor's reaction, the potential for being blacklisted. She needed this, she needed to work, she needed to be liked. She needed to feel like she belonged, even if it meant sacrificing her own words. She couldn't risk it, she couldn’t.

She retreated to her bedroom, pulling the covers over her head, wishing she could disappear. She lay there for hours, the weight of her secret heavy on her chest. She couldn't escape the feeling of not being strong enough to go on, the feeling that she wasn't enough.

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