"Oh, *hell* no," James muttered, staring at the screen. The request was from Kevin, the kid who’d made his life hell in high school. The irony was suffocating. He’d meticulously built a life designed to avoid conflict, a life that lacked any real connection.

His small, tidy house, so carefully arranged, felt like a cage. He’d gone to great lengths to make everything perfect. Everything in its place, just in case he was ever asked to explain or to justify it.

James sighed, rubbing his forehead. He'd never learned how to say no, to stand up for himself. He always folded, always conceded. The pressure in his chest was becoming unbearable. Maybe Kevin wouldn't be so bad. Maybe he could explain it to him.

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