The yard sale seemed a cacophony of unwanted things, but one thing caught her eye. The bear. A small, grey bear with a slightly lopsided grin. It was the same one. The same one she'd had as a child. Sarah's chest ached.

"I'll take it," she blurted out, her voice tight. The seller, a bored-looking woman, nodded, and Sarah, with shaking hands, paid the asking price.

Back home, Sarah didn't bother to change her clothes. She simply sat on her couch, holding the bear. She felt safe, or as safe as she could feel. She stayed that way all night.

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