He was irritable, short-tempered with everyone. His siblings' boisterous laughter grated on his nerves, and his parents' well-meaning attempts at reassurance felt like a constant poke. He retreated to his room, slamming the door. The familiar comfort of his own space offered no solace. He lay on his bed staring at the ceiling, the mundane details of his room suddenly meaningless. The weight of it all, the crushing sensation of his dreams slipping away, pressed down on him, suffocating him. He was trapped.

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