He usually avoided the city center, the crowds, the noise. But the bus fare was covered, and the promise of a lead on a potential job, thanks to his uncle, had pulled him downtown. He walked into the pawn shop, the bell above the door jangling a discordant welcome. He felt a familiar knot of anxiety tighten in his stomach.

Inside, the air smelled of stale cigarettes and desperation. He’d never been good at anything on his own, always needing someone to guide him, tell him what to do. His gaze fixed on a small, velvet box in the jewelry display. He recognized the intricate filigree. Grandma Rose’s ring.

The shopkeeper, a man with a perpetually furrowed brow, saw the way his fingers twitched, the way he hesitated. He named a price far below what it was worth, and Mark's shoulders slumped. He felt a wave of nausea. He had to have 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