“Are you even listening?” her mother asked, her voice laced with concern. Amelia just stared out the window, watching the rain streak down the glass. The thought of losing her friend, and the job, to the other candidate was too much.

She had spent years cultivating the relationships required to secure the position. And now, the uncertainty was like a slow, creeping poison.

Her nails dug into her palms. The anticipation was eating her alive. Every email, every phone call was a potential judgment. She didn't want to think about the alternative, and yet, it was the only thing she could think about.

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