The familiar street was unfamiliar. Everything felt off, tilted. Amelia clutched her worn teddy bear. She expected to see the sprawling branches of the silver birch, a childhood landmark, but she found the emptiness of the new tree's location instead.

Her hand went instinctively to her mouth. She had to swallow the lump that threatened to choke her. The tree had been her constant, a silent guardian in a world she felt she didn't know how to navigate.

She wanted to scream and ask why someone would do this. She felt like a small animal, exposed and vulnerable, and wanted to run and hide from the world. She hugged the teddy bear tighter.

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