“Go to Paris.” “Write a song.” “Feel truly alive.” The words on the list, written in her husband Leo’s sprawling hand, blurred before Ava's eyes. She closed the book quickly. The air in their cozy cottage felt suddenly thin, suffocating. They were meant to be together forever.

Ava ran her hands through her hair, a nervous gesture she often made when feeling overwhelmed. She felt an icy draft despite the fireplace blazing in the hearth. The firelight flickered, casting dancing shadows on the walls, and the faces of Leo’s favorite framed photographs looked at her accusingly.

She walked out to the kitchen, where the scent of rosemary filled the air from the roast chicken she was preparing. Leo would be home soon. She began to chop vegetables with exaggerated force, the knife slamming against the cutting board, a frantic rhythm to match the pounding in her chest.

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