He stared at the bright, glossy magazine spread. "Chef Leo's Legendary Lemon Bars." A wave of nausea churned in his stomach. The recipe belonged to him. It was a secret passed down through his family. The recipe was the only thing he had that he could give. It was a connection to the past, the only solid ground he felt he had.

He’d always felt stuck in his small town, his life defined by his family's bakery. The lemon bars were his escape, his way of expressing himself. To discover his recipe had been stolen, and was being celebrated by someone else, filled him with a potent mixture of anger and a strange, unfamiliar sadness.

He felt the gaze of the customers in the bakery. They needed him. He needed to keep going. He needed to keep making the recipes.

“More lemon bars, please!” his sister called from behind the counter. He took a deep, shaky breath, and started mixing.

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