He ran a hand through his hair, leaving streaks of dust. The house had been his grandfather's, a place of Sunday dinners and carefully-crafted stories. Now, he was sorting through the remnants of a life, a task that felt heavier than the old furniture he had to move. He found the box behind a loose brick in the basement wall.

Inside, brittle photographs told a story far different than the one his grandfather had always told him. There were images of a dapper man in uniform, posing with a group of soldiers, but the insignia was unfamiliar. His grandfather had always talked of working on the farm, a conscientious objector.

A coldness spread through him, chilling him to the bone. He felt as though a wall of deception had been standing between them. He wanted to shout, to tear the photos apart, to obliterate the unsettling reality. He sat on the floor, the truth a weight on his soul.

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