The silence in the kitchen was deafening. He poured himself another cup of coffee, the steam blurring the print on the computer screen. He’d been browsing the kitchen table's laptop when he saw it. A notification from the bank. He clicked.

The account was in her name, with a balance that made his jaw drop. He'd always told himself it wasn't a big deal to ask for money, to always need her help, but this… This felt like a betrayal. His chest felt constricted, as if a weight had been placed upon it. He should have known.

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