"Damn it," Mark spat, kicking a stray pebble across the workshop floor. His brow was furrowed, a permanent crease etched from worry. His revolutionary solar panel, designed to be affordable and efficient, was a bust. Someone else had already patented a remarkably similar design. He'd poured his savings, his passion, everything into this project. He felt a hollowness, an echoing void where ambition once burned brightly. He was supposed to prove himself, to break free from his family's expectations. But now, it was like a rope had been tied to his waist, pulling him relentlessly back into the orbit of his older brother, who already had it all.

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