Sarah stared at the screen, heart hammering. It was Brad, the boy who'd made her school years a misery. She'd always been small, easy to intimidate, and Brad had been a master. The memories flooded back: the stolen lunch money, the whispered insults. Now, this.

Her fingers danced over the accept button, then hesitated. The tiny, cramped apartment seemed to close in around her. Dust motes danced in the single ray of sunlight that penetrated the grimy window. Without the approval of others, she felt like the dust motes; insignificant and lost.

She hadn’t left the apartment in three days. Her phone buzzed with a reminder of the bills she needed to pay. Maybe if she accepted, it would be a way to connect. Someone to talk to, even if they had tormented her.

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