The university's closure announcement was like a punch to the gut for Sarah. She felt a sharp, twisting pain in her abdomen. Her face went pale as she struggled to breathe.

She'd never made decisions on her own, always relying on her friends or family. Now, she was supposed to make choices about her future, to determine her next steps. The enormity of it paralyzed her.

She found herself at her advisor’s office, wanting answers, needing someone to tell her what to do. Her eyes welled up. She wanted guidance, a map, a solution. She wanted someone to hold her hand.

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