The basement smelled of damp concrete and forgotten things. Mark wandered through the gloom, the harsh fluorescent lights buzzing overhead. He had sought solace there, hoping to find some distraction. He had stumbled upon the treasure trove by accident – every essay, every test, every art project meticulously filed and labelled, his mother’s pride.

He picked up a crayon drawing, the colors faded and childlike. He felt a knot tighten in his throat. He remembered the arguments, the relentless pressure to excel. The constant comparisons to his siblings. He tossed the drawing back into the box, his hand clenching into a fist. He felt a burning heat in his chest.

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