She found it while idling at her desk job. A student, the website said. Successful. And then, there it was. Her words, her vulnerabilities, laid bare in the online journal. Sarah felt a heat bloom in her chest, a physical ache spreading from her sternum. She slammed the laptop lid closed, the screen black like a mocking eye.

Her palms slicked with sweat, she pushed away from her desk, the chair screeching on the linoleum floor. The fluorescent lights overhead seemed to buzz louder, a constant hum that vibrated in her skull. She needed to leave. To run. She fumbled with her purse, her fingers clumsy and unresponsive.

She walked outside, breathing in the polluted air with a desperate gasp. This couldn't be happening. She squeezed her eyes shut, trying to fight back the wave of nausea that threatened to overwhelm her. The essay felt like a betrayal. A theft. A violation.

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