The harsh fluorescent lights of the pawn shop hummed, reflecting off the dusty glass of the display cases. Sarah clutched the faded receipt in her trembling hand. Her legs felt like lead, each step a monumental effort. She’d been living off her mother since the split, adrift, and this ring... This ring was the only thing she had left of her grandmother.

Her voice, when she finally croaked out her question, was barely a whisper. The burly man behind the counter, all tattoos and bored indifference, barely glanced up. “Whatcha got?” he grunted. Seeing the ring, the way the light caught the facets, she felt a hollow ache in her chest, a physical emptiness.

“It’s…it was hers,” she managed. The man’s gaze sharpened, taking in the frayed ends of her scarf, the way her shoulders slumped. He named a price that would leave her broke, but when the ring sparkled on her finger again, a warmth bloomed in her cold chest. Perhaps she wasn't completely lost.

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