He had found it hidden in the cloud storage – a separate account, filled with videos of him, his son. Every one of those videos was him, making a fool of himself. He felt a creeping dread, that now felt like a lead weight in his stomach. His son, Michael, who was always so quiet, so respectful.

He sat at the kitchen table, the laptop screen casting an eerie glow on his face. He felt a cold sweat prickle his skin. He couldn’t bring himself to click on the next video, the next carefully crafted insult, because he knew it would make him sick. He just wanted it all to stop.

He picked at his fingernails, a nervous habit he’d thought he'd outgrown. The silence of the house amplified his inner turmoil. He could hear his wife, upstairs, humming. He wanted to call out to her, to share this crushing weight, but he couldn't form the words.

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