The constant ringing in Emily’s ears was maddening. It wasn’t a physical sound, but a relentless hum, a chaotic cacophony born from the knowledge she carried. She sat at her desk, staring at the spreadsheet on her computer, the numbers swimming before her eyes. Focus was impossible. Everything felt wrong, askew.

She felt a strange disconnect from her body, as if she were observing herself from a distance. Her hands were clammy, her palms slick with sweat. She couldn't feel the warmth from the heater, only a chill that seemed to emanate from her bones.

The thought of explaining this to her partner, who had given up a lot to accommodate her demanding work schedule, filled her with a sense of inadequacy. The familiar feeling of letting him down.

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