The invitation felt like a physical blow. John stared at the card, the sleek design screaming of a life he didn't feel he could relate to anymore. He felt a familiar knot forming in his stomach, a feeling he knew well. He crumpled the paper, then smoothed it out, a repetitive act of self-soothing.

He walked to the window and stared out at the bustling street, a sea of faces that seemed to mock his solitude. The thought of seeing everyone again, of having to present a carefully curated version of himself, made him want to scream.

He poured himself a drink, the amber liquid doing little to calm his nerves. He spent the rest of the evening lost in thought, the memories swirling around him, the good and the bad, the triumphs and the failures, all intermingling, creating a toxic stew of emotion. He was unable to find peace.

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