The lawyer’s office felt claustrophobic. The air was thick with tension. Michael, his knuckles raw from nervously picking at them, learned the devastating diagnosis wasn’t his. It belonged to another patient, a woman he had never met. The will, the living trust, the carefully constructed plans for his future—all were rendered irrelevant.

A wave of dizziness washed over him. His future had been mapped out, meticulously planned, and now the map was useless. He felt as though the ground had been swept from beneath his feet. The independence he had craved – the self-sufficiency – now seemed a terrifying prospect.

He stared at his lawyer, his throat tight, his voice barely a whisper. “What do I do now?” He needed direction, a plan, anything to fill the void. He had no clue of what else to do.

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