He didn't recognize the handwriting, a flamboyant scrawl that looked vaguely familiar and threatening. "Happy Birthday!" The card seemed to scream its well wishes, the bright colors grating against his frayed nerves. He quickly stuffed it into his pocket, eager to be away from its probing gaze.

He felt a tightness in his chest, a sensation that had become all too common in recent months. The streets seemed to close in around him, the buildings towering like indifferent giants. Each step was a burden. He couldn't shake the feeling of being watched.

He ducked into a dark alley, the shadows offering a temporary respite. He pulled the card out and tore it to shreds, the pieces falling to the grimy pavement. He felt a moment's, fleeting, satisfaction.

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