She clutched the letter, the paper worn and faded. It was addressed to her childhood teacher, a desperate plea for guidance. Tears welled in her eyes as she reread it.

*I can't cope,* the letter began. *I'm scared of making the wrong choices. Please, show me the way.*

The memories flooded back: the sense of needing approval, of always searching for reassurance. The sensation of insecurity, of needing someone else to tell her what to do, had never truly left her. The world felt enormous, and she, so small.

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