The incessant drilling felt like a personal assault. Every vibration in the floorboards of Harold's apartment sent a fresh wave of irritation through him. He slammed his fist on the table, scattering the crossword puzzle he'd been attempting. He'd poured his morning coffee, but could no longer stomach the taste.

His shoulders were hunched, his neck stiff, as if bracing for a blow. He hated feeling like this. The neighbors renovation had been dragging on for weeks now. He stared at the ceiling, imagining the dust particles raining down, contaminating everything. He felt a familiar knot tightening in his stomach.

"Can't they just… stop?" he muttered under his breath, his voice barely audible. He rose and began pacing his cramped living room, each step a frustrated stomp. The noise, the constant disruption, was stealing his peace. He felt drained, as if all his energy was being siphoned away.

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