He stared at his father, his throat suddenly tight. "I'm joining the Church of Scientology," his father had declared with a booming laugh, as if it was the most natural thing in the world. Mark, however, felt a wave of nausea. He felt very alone. The knot in his stomach tightened as he looked at the intricate gears of the grandfather clock his father had always maintained. The clock had always represented stability. It’s comforting tick now felt unsettling. They’d always built model planes together. Who would he share his latest project with? Who would he ask for help to get through the work trip? The prospect of asking his father for help seemed impossible now.

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