The aroma of freshly baked bread filled the kitchen, a comforting scent that usually soothed his nerves. He'd baked the bread because he knew she loved it, and her praise, her delight, was the only thing that mattered. He’d wanted to impress her and to feel her warmth.

A car door slammed outside. He hurried to the window, expecting her arrival, his pulse quickening. A man got out. The man was holding a box, tied with ribbon, identical to the one he had.

They looked at each other, the air thick with unspoken understanding. Both men knew the significance. Both had been building their own little nests.

“She…she does this with you too?” he asked, his voice trembling. The bread now felt like a lead weight.

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