"Unbelievable," she muttered, the word a raw, broken thing escaping her. The driveway, which had seemed so safe, so familiar, now felt like a desolate, empty stage. Her hands clenched and unclenched at her sides. She had only gone to grab the forgotten laundry.

She saw the bright orange sign. Illegally parked. It seemed to scream at her, a vibrant, offensive accusation. Her shoulders hunched, and she began to pace the length of the sidewalk, her steps hurried and disjointed.

She dug her nails into her palms. The injustice of the situation seemed to suffocate her. This was supposed to be a safe place, her sanctuary. And now, it felt as though the world had reached in and stolen something crucial.

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