Her stomach clenched. Chloe stared at the photo on the coffee table. James, beaming, accepting an award at a gala. She’d always marveled at his success, at the effortless way he commanded attention. Now, after seeing him deliver pizzas in a faded uniform, the photograph felt like a cruel joke.

The image felt heavy on her chest. Chloe had taken a step back from her dream job to support their life together. The promise of his career had allowed her to. Her hours at the bookstore were barely enough to cover the basics, and his "corporate role" had made her future feel safe. Now, she knew that future was fragile.

She bit her lip, the taste of blood in her mouth. She had to ask the questions, but she didn’t know if she could face the answers.

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