"Dad, can you get the glue? I need to build a new fuselage!" Michael’s voice, bright and hopeful, cut through the quiet of the evening. He stood frozen in his armchair, a half-finished crossword puzzle abandoned on his lap. He’d spent years perfecting the art of building scale model airplanes. Now, his son, Alex, had taken up the hobby with a ferocity that seemed to consume everything. Alex's enthusiasm felt like a personal betrayal of the quiet, solitary refuge the hobby had once provided. He forced a smile, the muscles in his face protesting.

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