Michael felt a prickle of unease crawl across his skin as he scrolled through the online banking. He was supposed to be checking the joint account, making sure the mortgage was paid. But his fingers, almost of their own volition, had clicked over to a separate account he’d never seen before. A hidden one belonging to Sarah. A considerable amount of money was stashed away there.

He leaned back in his chair, the office light suddenly too bright. He felt a strange pressure building behind his eyes. He’d always believed in complete transparency in their finances. He didn’t know how to digest this discovery.

He stood up abruptly, walked to the window, and stared out. The world outside looked the same, but inside, everything felt... wrong. He ran a hand through his hair, the gesture conveying a silent plea for an explanation.

Emotion: troubled

Cluster: Fear / Anxiety
PC1 (Valence): -2.20 Negative
PC2 (Disposition): -0.81

Role in Research

This story is one of 1,000 stories generated for the emotion troubled. 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 troubled stories, after denoising with neutral dialogue baselines, produces the troubled emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the troubled vector is projected through the unembedding matrix.

Promoted:
😞0.343
S0.317
ness0.302
😔0.294
😢0.272
Suppressed:
de-0.553
la-0.511
l-0.307
/-0.260
(!)-0.236