“Are you alright, honey?” his wife asked, her voice filled with concern. Michael, standing in the middle of the living room, barely registered her presence. The walls seemed to be closing in. He felt the familiar constriction in his chest, the feeling of being watched, judged.

He'd been at it for hours, sifting through the years. Every report card, every book report, every single piece of homework. It was all there, a testament to his mother's exacting standards. He remembered the criticism, the subtle digs, the disappointment whenever he fell short. He rubbed his forehead, a headache blooming behind his eyes.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354