The card was tucked between a flyer for a pizza place and a utility bill. It was a simple card, cream-colored, with a drawing of a cupcake on the front. No name. Liam felt a familiar prickle of unease. He turned it over, hoping for a return address, but there was nothing. His chest felt tight, like someone had wrapped a rope around it. “Who…?” he mumbled, his voice catching.

He wandered back inside, the card clutched in his hand. The quiet of the apartment pressed in on him. He considered calling his mother, but the thought withered before it bloomed. She would ask questions he wasn't ready to answer, questions that would reveal the hollow space he felt within.

Liam sat on the edge of his bed. The cupcake seemed to mock him, a small, frosted promise of sweetness he couldn't grasp. A tear escaped, tracing a path down his cheek. He needed someone, he realized, but the someone remained elusive, invisible, like the sender of the card.

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