The request arrived just as she was debating ordering takeout, again. It was from Brad, who had always made her feel small and insignificant. She still remembered the way his gaze used to make her shrink.

Her apartment was tiny, almost barren, a reflection of her own internal emptiness. She'd struggled to hold down any job. She found all forms of authority overwhelming, and all of her relationships were fleeting.

She was afraid to be alone, but also afraid of being seen. Accepting the request felt like a necessary step, a way to appease the ghost of a past she couldn't outrun.

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