David scrubbed furiously at the dishes, his movements jerky and uncoordinated. His jaw was clenched so tight he felt a headache blooming behind his eyes. The thought of a rambunctious puppy, as suggested by his roommate, Alex, made his stomach churn.

He imagined the chewed furniture, the endless walks in the rain, the constant need for attention. His hands ached from the effort, his head swam from the relentless internal argument.

He slammed the last plate into the drying rack and looked towards the door. The idea of confrontation felt impossible, but so did the thought of surrender. He felt a deep, pervasive weariness settle over him, a physical exhaustion that had nothing to do with the dishes.

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