The rain lashed against the windows of the office, mirroring the storm brewing inside of Amelia. She clutched her worn purse tightly, a shield against the world. She always felt exposed, raw. He was a beacon of stability.

She hadn't spoken to anyone in weeks, not even her own brother. She'd become quiet, withdrawn, like a hermit crab retreating into its shell.

When the therapist, Robert, whom she had known in high school as a sadistic bully, walked into the room, she instantly felt trapped. She sat rigidly, hands folded neatly in her lap, waiting.

"Amelia, it's good to see you," Robert said, his voice measured and calm. He was still in control. She hated that he was in control.

She found herself, almost immediately, searching his face for judgment.

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