"Oh, it's just a silly get-together," she murmured to her reflection, but her voice cracked. Sarah ripped open the envelope, a sharp inhale escaping her lips as she read the contents. The carefully designed invitation seemed to mock her, a reminder of a past that felt both distant and overwhelmingly present.

Her hands shook as she placed it on the kitchen counter, next to the overflowing mail. The weight of expectations pressed down on her, a burden she couldn't seem to shed. She spent the rest of the day in a haze, her mind replaying old anxieties.

She found herself avoiding eye contact with people on the street, convinced they were all judging her. She skipped her usual workout, the energy required to even *think* about exercise feeling too draining. The evening brought no respite; a restless night was punctuated by vivid, unpleasant dreams.

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