The email arrived like a poisoned dart. Sarah stared at the subject line – "Important Announcement Regarding the Future of Oakhaven University" – her stomach twisting into a knot. She’d paid her tuition, signed the lease on her tiny apartment, and dreamed of graduating. Now, all that felt like a fragile sandcastle at the water's edge.

She clicked the link, her fingers trembling. The words blurred before her eyes, but the gist was clear: Oakhaven was shutting down. Her breath hitched. She felt a sudden, suffocating pressure in her chest, as if a great weight had been placed upon it.

Sarah slammed her laptop shut. The click echoed in the small room. She rose, pacing the cramped space. Each step felt heavy, each breath shallow. She ran a hand through her hair, tugging at the strands until her scalp prickled with discomfort. She wanted to scream, but no sound would come.

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