Rain lashed against the windows of the art room, mirroring the storm brewing inside Chloe. Mr. Evans, her photography teacher, had started liking her TikTok videos. The ones she’d carefully crafted, showcasing her edgy fashion and sarcastic wit. It felt like he was peering directly into her most private thoughts.

She hadn't posted anything revealing, but she’d been critical of the school in a few of her posts. Now, his approval felt like a threat. A knot tightened in her stomach.

She found herself avoiding the art room, making excuses to miss class. The vibrant colors of the paints and the smell of turpentine now made her nauseous. The only place she felt safe was in her own messy room, lights off, curtains drawn.

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