He stared at the screen, his face burning. “Exposed: The Diary of a Lonely Teenager.” The words felt like a brand. His diary, the place where he had allowed himself to be most vulnerable, was now a public spectacle. He wanted the world to stop.

He felt the familiar constriction in his chest, the feeling of being trapped. He was overwhelmed. He needed to be guided, to be told what to do. He found himself gravitating to the kitchen, looking for reassurance.

His mind reeled. He couldn't face this alone. He picked up the phone, and with trembling fingers, he texted his sister, needing her to sort this out for him.

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