"It's just… it doesn't make sense," Liam mumbled to himself, the words catching in his throat. He was pacing the length of his cramped studio apartment, his usual energy and zeal evaporated. The accusation against his favorite author echoed in his mind, a constant, grating noise. He ran a hand through his already disheveled hair, leaving it standing on end.

The silence of the room was punctuated by the rhythmic drumming of his fingers on the worn tabletop. He kept replaying the scene in his head, the article, the evidence, the cold, hard facts. He wanted to scream, to rail against the injustice of it all, but his voice wouldn't cooperate.

He picked up a pen and began to scribble furiously on a notepad, the paper tearing under the pressure. The words, disjointed and angry, formed a chaotic jumble of thoughts. The words didn’t seem to help, only making it worse, so he balled it up and threw it across the room. He felt empty.

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