The weight on David’s shoulders was immense. He’d hidden himself away in his cramped studio for weeks, working on a new collection, pouring his heart and soul into each piece. Now, his creations were splashed across the city, emblazoned on billboards, without his consent. He watched the news, his hands shaking as he held his lukewarm coffee.

He felt the familiar thrum of anxiety begin in his gut and radiate outwards. He abruptly kicked over a small stool, wood splintering across the floor. He paced the length of his apartment, the tiny space suddenly feeling claustrophobic. His pulse hammered against his temples.

He could barely breathe. The air felt thick, heavy, laden with the stench of betrayal. He felt trapped, cornered, exposed. He wanted to destroy everything, anything to regain a sense of control. He felt the impulse to run, to vanish from the world, and never look back.

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