Sarah’s hands shook so violently she could barely unlock her phone. The headline screamed at her: “Local Teen’s Deepest Secrets Exposed!” Her stomach twisted. A chill swept through her, despite the summer heat. She knew. The little black diary, buried in the back of her closet, the one she’d poured her heart into, the one documenting every awkward crush and embarrassing social misstep, was now online for the world to see.

She stumbled backwards, collapsing onto her bed. The room spun. All the carefully constructed walls she’d built around herself, the shy smiles and practiced indifference, were crumbling. She felt exposed, vulnerable, as if everyone could now see the real, messy, insecure Sarah.

A whimper escaped her lips. She didn't want to go to school. She couldn't face the judgment, the whispers, the knowing glances. How could she possibly show her face in public?

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