The news felt like a physical blow. The world blurred. He found Liam in the park, sitting on a bench, looking at a textbook. He saw the characters, the flowing script – it was Russian.

He felt the ground give way beneath his feet. His vision swam. He stumbled towards Liam, his legs unsteady.

“What is that?” he croaked, the words barely audible. The air around him felt thin, difficult to breathe.

Liam looked up, his expression a careful blankness. He tried to speak, but the words were lost in the chaotic symphony of his thoughts. The panic was almost uncontainable, and he wished he could just vanish.

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