The apartment, once a haven, now felt like a prison. The silence was deafening, the shadows stretching and contorting in the dim light. I grabbed a copy of *Crime and Punishment* off the shelf, seeking a distraction, a brief escape from the ceaseless churning of my mind.

As I opened the book, a handwritten note fell out. The script was shaky. The words were a tale of loss, grief, and regret. The words seemed to bore into my soul. Each line struck a chord.

I felt a sudden lurch in my stomach. I had to sit down, the floor suddenly felt like the only solid ground. I was afraid of what would happen next. I stared at the letter, its words a dark reflection of my own despair.

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