The constant creak of the floorboards as his father paced in the hallway outside his room sent shivers down David’s spine. Sleep evaded him, the darkness of his room amplifying the gnawing sense of inadequacy that had become his constant companion. He stared at the ceiling, the stucco a blurred reminder of all the expectations he had failed to meet.

He had promised himself this time would be different. He was going to use this opportunity to get back on his feet. The pressure was immense. His fists clenched and unclenched as his father knocked on the door, his voice barely audible, asking him if he was alright.

David swallowed hard. “Yeah,” he croaked. The lie tasted like ash. He pulled the covers over his head, the darkness offering a false sense of protection.

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