“Well, aren’t you lucky,” Martha chirped, her voice too bright. She’d found the wallet on the park bench. It felt like a gift. She knew she should find the owner, but the pull in her gut, a familiar feeling of needing someone else’s confirmation, was stronger. She wasn't strong enough on her own.

Martha's phone was buzzing; her therapist had a cancellation. She'd called her and explained what had happened, what she had found, and what she was going to do. The woman had agreed to speak with her. She closed her eyes. It was a good thing she had someone.

She opened the wallet again, and the money made her feel sick. Why couldn't she do anything right? She felt her hands trembling, so she made a decision. She would seek assistance.

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