The weight of the world seemed to settle on Chloe's shoulders as she sat in the garden. She’d found the notebook hidden under the mattress. It was her, as viewed through Daniel’s eyes. A delicate flower, easily bruised, always needing protection. The fictional Chloe constantly second-guessed herself, sought validation for every decision.

A wasp buzzed nearby, and she flinched. The sun felt too bright, the air too heavy. She felt a prickling sensation.

She hated the image he'd created, even though, in a way, it was true. She felt a deep, gnawing sense of unease.

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