The smell of old metal and forgotten things always seemed to cling to the pawn shop air. Amelia felt a cold dread settle in her stomach as she walked through the door. Ever since her father left, she’d been adrift, struggling to keep her head above water. Her Aunt provided her place to stay, but she always felt like a burden.

She spotted the ring instantly. Her grandmother's engagement ring, with its delicate emerald. The thought of it gleaming on her hand felt like a small, fleeting comfort. She hated asking for help, but she needed to get it. The shop owner, a woman with a sharp gaze, saw the way she nervously twisted her fingers.

“Looking for something specific, dear?” she asked. The woman knew. Amelia felt her face flush, the blood rising. The ring was hers now. In the end, it was the only thing that felt like her own.

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