He walked through the house, his steps echoing in the empty rooms. The knowledge of what he'd found sat like a stone in his stomach. The endless collection of his childhood, his successes and failures, all neatly filed. He rubbed his temples, a headache pressing in.

He found himself back in the living room, staring at the empty spaces on the bookshelf. He remembered the criticism, the pressure to conform, the way he felt he could never live up to his mother's expectations. He felt a familiar hollowness inside, a feeling of being utterly, profoundly alone. He needed to be away from this place.

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