Sarah couldn't sleep. The silence of the house pressed in on her, heavy and suffocating. She’d been up for hours, the image of the box in the guest bedroom burned into her mind. It was filled with her mother's keepsakes, and now, her schoolwork. She found it by accident, while searching for an old photo album. The discovery had unmoored her.

She got out of bed, her bare feet cold on the wood floor. She paced the living room, replaying the moment she'd seen her fifth-grade book report, the one she’d been so proud of, but apparently, not good enough. She remembered her mother’s disappointment at her grade. She dug her nails into her palms, a desperate, anchoring gesture.

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