The first nail driven into the first post seemed to pierce his own skin. He winced, as if he’d been struck. The thought of confronting his neighbor, Mr. Davis, froze him. He’d tried, rehearsing phrases of polite opposition in the mirror, but his voice always failed him.

He couldn't sleep. Every creak and groan of the construction haunted his dreams. He spent his days in a fog of unease, finding himself easily startled, his nerves frayed. He took long, aimless walks, avoiding the side of the street that faced his neighbor's house. Even the birdsong seemed to mock him, their cheerful calls contrasting with the dark undercurrent of his mood.

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