He hadn't slept well since the parent-teacher conference reminder arrived. Each night, the dreams replayed, scenes he’d rather forget. Mr. Davies. The name itself felt like a physical blow. He dreaded the conference.

He stared at his reflection in the bathroom mirror, seeing not a confident father, but the scared, insecure boy he used to be. The face seemed distorted, as if something was twisting from the inside out. He splashed cold water on his face, hoping to shock himself back to reality.

He thought of backing out, cancelling the meeting. It would be easier. But the thought of disappointing his son, of abandoning him to the same potential… difficulties, forced him forward. He pulled himself together and headed towards the school.

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