The paper crackled in Elias’s trembling hands. The words swam before his eyes. He crumpled the notice, a choked sound escaping his throat. He threw it at the chipped ceramic mug on his table, watching it bounce harmlessly. His pulse hammered against his ribs, a frantic drummer trapped in a confined space. He ran a hand through his already disheveled hair, leaving it standing on end. He felt a cold sweat prickling his skin. This wasn’t happening. It couldn’t be.

His apartment, usually a refuge, felt alien. The familiar scent of old books and brewing coffee now felt suffocating. He paced the cramped living room, each footfall a heavy thud against the worn floorboards. He clawed at the collar of his shirt, desperate for air. He had to think, to find a way out, but his thoughts were a jumbled mess, tangled like the wires behind his ancient television set.

He stumbled into the kitchen, grabbing a glass and filling it with water. The cool liquid did nothing to quench the fire raging inside him. He slammed the glass back down, the sound echoing in the sudden silence. He needed to call someone, anyone, but the phone seemed miles 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