"Look, I just don't understand it," she told her friend, the words tumbling out in a breathless rush. "I sent it, I submitted it, I have the drafts…everything!" Her friend, Sarah, offered a sympathetic nod, but the words felt meaningless, the gestures empty. The article, the one she’d poured her soul into, the one that was supposed to launch her career, was now credited to a prominent academic, whose name she'd never heard of.

Sleep eluded her. She tossed and turned, the events of the last few days replaying in an endless, agonizing loop in her mind. Her pulse hammered against her ribs. She felt a burning pressure behind her eyes. She got up, the floorboards cold beneath her bare feet. The night air was thick, heavy, as she paced through her living room.

She ended up staring at her reflection in the darkened window, the woman staring back looked like a stranger, the face gaunt, eyes bloodshot. She felt a profound sense of isolation, of being adrift in a vast and uncaring sea.

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