The online cooking tutorial flashed on the screen, showing the exact steps for his "Grandma's Gingerbread Cookies." A tightness clutched at Ben's throat. He felt paralyzed, unable to move.

He relied on the recipe to bring him joy. It was a connection to his past, a bond to his grandmother. He felt as though someone had invaded his most personal and private space. It was the only way he felt he could earn money and provide for his family.

He stared at the screen, the cheerful voice of the host grating on his nerves. He needed the income from the cooking class. His wife and children depended on him to keep it going, to make sure they had a home, food, and clothes. He felt the familiar weight of responsibility crushing him.

He swallowed hard, then forced himself to get up and go to the kitchen. He had to keep making the cookies, the cookies that brought him so much joy.

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