“I don’t want to,” I finally choked out, my voice barely a whisper. My grandmother’s locket, engraved with our family crest, gleamed dully in my hands. My father’s eyes, usually so warm, were steely. The bills were piling up, he said, and the locket was a significant asset.

I felt like a puppet whose strings were being cut one by one. The house felt too big, too empty. The silence was deafening. The locket, cool against my skin, was the only thing that felt real.

I thought of the stories my grandmother told, each one a precious link to the past. Without the locket, without those stories, who would I be? I couldn't imagine a future without it.

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