"Just breathe," Sarah whispered to herself, the words doing little to calm the racing thrum of her heart. She hadn’t slept. The fluorescent lights of the departure lounge seemed to pulsate, mirroring the frantic rhythm of her pulse. Her wedding dress, safely tucked away in the overhead compartment, suddenly felt like a heavy weight. She pictured the empty space beside her at the altar, the void where her fiancé should be standing. Tears pricked her eyes. The thought of facing her family, already disheartened by the setback, filled her with dread.

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