The bell above the door of the pawn shop jingled, a harsh, unwelcome sound. My stomach churned. I’d never been good at handling things myself. I’d always leaned on others, always needed a hand. Now, with no job, no money, I felt adrift in a sea of worry.

I found myself drawn to the jewelry display. My grandmother's ring. The intricate setting, the way the light played off the tiny diamonds... it was the only thing I felt connected to. I needed to reclaim it.

The shop owner, a man with a perpetually tired expression, watched me as I approached. He named the price. I felt my cheeks flush. I had to swallow the lump in my throat and ask for a loan from my friend. Now it was mine.

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