The aroma of freshly baked bread wafted from the kitchen, a stark contrast to the tightening tension in his chest. Mr. Peterson was at the door, a basket in his arms, containing the tempting loaves. He knew the cost.

"Ben, dear boy," Mr. Peterson began, his smile wide. He was already pointing to the back yard. Ben understood. He always understood.

The request was simple, yet felt like a weight. Ben looked at the empty space, his shoulders slumped. The desire to say no was there, a flickering ember, but he could not fan the flames.

"Yes, of course, Mr. Peterson," he managed, the words tasting like ash in his mouth. He took the bread, its warmth doing nothing to thaw the ice forming in his heart.

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