The letter's yellowed paper crackled as she picked it up. It was addressed to her best friend, a confession of her youthful vulnerability. The letter's words were a painful echo.

*I feel lost,* it stated. *I need your advice. I can't do things on my own.*

Her breath hitched. The words, so long ago, felt incredibly immediate. She’d always struggled to make independent choices, always seeking counsel. The thought of facing the world alone, without that external validation, still made her feel uneasy, anxious, and deeply unsettled.

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