The confession hung in the air, heavy and thick, like the humid summer evening outside. “I’m converting to Judaism,” announced Sarah. Her mother, Eleanor, clutched her own hands together. Eleanor knew she always needed Sarah, to plan the holidays, to navigate the new technology. Everything would need to be changed now. The thought of the altered traditions made her dizzy. It was as if her anchor had been lifted, leaving her adrift on a turbulent sea. She felt tears prick at her eyes. She wanted desperately to reach out, to hold onto something solid. She opened her mouth to speak, but the words wouldn't come.

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