He felt a familiar tightening in his chest as he approached the front door. He could hear the rapid-fire clicks of the sewing machine from the kitchen. His wife, Lily, his most adored companion, had always shared in his love of sewing. Now, their daughter, Clara, had become obsessed, her fingers flying across the fabric with an energy he couldn't match. He had spent years as a fashion designer. The thought of it made him want to collapse. The sound of the machine was now a painful echo of his forgotten dreams.

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