The cold air of the pawn shop nipped at my cheeks as I walked in. I always felt a sense of dread here, a stark reminder of my current situation. Ever since the divorce, I'd been living on my friend's couch, lost.

I headed straight for the jewelry case, my heart pounding in my chest. The ring. Her grandmother's. I thought of the way she had always taken care of her. Now it was time to reclaim this symbol.

The shopkeeper, a woman with a hardened expression, saw the desperate look in my eyes. She gave me a price that was outrageous. After much bargaining, I gave in. But as the ring slid onto my finger, I felt a strange sense of resilience.

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