She paced the length of her tiny apartment, the worn carpet offering little comfort to her restless feet. Her jaw clenched, muscles tight with the pressure she couldn't release. Every few seconds, she would stop and run her hands through her already disheveled hair. The news had hit her like a physical blow. The "Auto-Gardener 3000," her self-watering plant pot, had been scooped up. Stolen. By a company that had more money, and certainly more lawyers, than she did. "How?" she muttered, the question a constant refrain. She felt a burning in her chest that radiated out.

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