The world felt too loud, too bright. Amelia huddled in the corner of her tiny apartment, the curtains drawn, the silence a fragile comfort. She dreaded leaving, the prospect of navigating the bustling streets, the judgmental stares. She had everything: a partner and friends. But it didn't lessen her unease.

She needed her routine, a rigid structure to cling to. Every day was the same. Every meal. Every pill. Everything. She felt like she was a passenger in her own life, incapable of steering the ship. The thought of being alone, of not having someone to rely on, sent shivers down her spine.

Then, at the specialist's office, she saw it. A shared chart. Another name. A shared experience.

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