She chewed on her lip, a nervous habit she'd thought she’d broken years ago. The email, with its cheerful subject line, sat open on her laptop screen. "Welcome to Mrs. Peterson's Class!" It felt like a trap.

She felt a rush of cold air, as if a window had been opened, even though the air conditioning was on full blast. Her palms began to sweat, and she wiped them surreptitiously on her jeans. Mrs. Peterson... the woman who'd always made her feel… small.

She glanced over at her son, playing video games oblivious of the storm brewing inside her. He was so excited. He couldn't know the weight of the past that threatened to suffocate her. She imagined the teacher's calm voice, the same voice that had once berated her, and she felt a knot tightening in her chest.

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