The rhythmic clatter of his mother’s knitting needles filled the living room, a relentless percussion that grated on Mark’s nerves. He tried to focus on the television, but the vibrant colours and loud noises seemed to mock his inner turmoil. Each stitch seemed to echo the endless, repetitive loop of his negative thoughts.

He felt the prickling heat creep up his neck as she looked over at him. “You should get out more, dear,” she said, her voice soft, filled with a well-meaning concern that felt heavy on his chest.

He didn't reply. He hated the word "should." He hated the way she looked at him, with pity. He wanted to scream, to lash out, to break something, anything to shatter the suffocating normalcy.

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