He swore under his breath, kicking at a loose floorboard. The attic was a labyrinth of forgotten things, a suffocating collection of someone else's lives. Michael felt a pressure in his chest, a constriction he couldn't shake.

A collection of faded photographs lay scattered among the cobwebs. In one, a grinning family posed in front of the house. He felt his stomach twist.

"Just leave it," he mumbled, trying to convince himself. But the compulsion, that nagging, insistent whisper, urged him onward. He couldn't resist. He had to know.

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