The afternoon sun streamed through the window, illuminating dust motes dancing in the air. David sat surrounded by folders, his skin prickling with unease. He had accidentally tripped upon the stash while cleaning out his mother’s closet. He felt a sense of panic rising inside him.

His gaze fell on a math test, the dreaded red marks, the scrawled comments about carelessness. He remembered the lectures, the pressure to always do better. He took a shaky breath, the air feeling thin and insufficient. He wanted to tear the papers up, to obliterate the past, but his hands remained still.

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