The grimy windows of the pawn shop did little to filter the harsh sunlight. I felt a wave of exhaustion wash over me as I stepped inside. My life felt like a tangled mess. My sister had been supporting me since my unemployment. She was kind, but I felt like a shadow in her life.

I walked to the jewelry display, my heart pounding. There it was: Grandma's ring. The way the light caught the diamonds, the way it reminded me of her strong, loving hands. I knew I needed to reclaim it.

The shopkeeper, a young woman with a bored expression, looked at me, assessing me. I mumbled the price, my voice barely audible. When I looked at it, back on my finger, I felt a flicker of hope. Maybe, just maybe, this ring could anchor me to something real.

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