"Just get it done," Mark muttered under his breath, staring at the endless stream of customer complaints. He had gone from lead software developer to a customer service rep. The irony of it wasn't lost on him.

He could feel his jaw clench, and a headache throbbed behind his eyes. Every phone call was a fresh wave of frustration. The sound of ringing made him flinch. The constant barrage of negativity eroded his usual calm.

He started arriving late, leaving early, taking longer breaks, anything to delay the inevitable. His apartment felt like a prison cell after work. He’d stare at the walls for hours, unable to relax, his mind a whirlwind of what-ifs and regrets.

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