The aroma of freshly baked bread filled the bakery, but for George, the comforting scent was tinged with a bitter irony. He watched Leo, his apprentice, skillfully shape a baguette, his movements fluid and practiced. He felt a pang of resentment, a deep-seated resistance to sharing his craft.

He wanted to stop Leo, to tell him to slow down, to warn him about the subtle nuances that only years of experience could teach. But he knew he couldn’t. He had been told to train him. He felt as if his entire identity was at stake.

He stood silently, his hands clasped behind his back, feeling an overwhelming urge to interfere, to control. He looked down at his hands, feeling like a stranger.

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