The photograph in the magazine was a portrait of success: Dr. Chen, smiling, holding a copy of his "groundbreaking" study. But the study was hers. The words, the research, the entire concept, it all belonged to Maya.

She dropped the magazine. It fluttered to the floor, landing face up. She hadn’t left her apartment in days. She had stopped eating, forgotten to shower. The curtains remained drawn, casting the room in a perpetual twilight. The world outside felt a million miles away, a place of vibrant life she no longer felt connected to.

She sat on the edge of her bed, her hands clasped tightly together. A deep, persistent ache throbbed in her temples. She felt a profound weariness, a bone-deep exhaustion that seeped into every cell of her body. The air in the room felt thick, stale, suffocating.

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