She stared at the book in disbelief, the glossy cover reflecting her own bewildered face. This… this was her life, or at least someone’s interpretation of it, neatly packaged and sold to the world. A knot formed in her stomach, twisting with each turn of the page.

The author had gotten some things right, the broad strokes of her career, the public image. But the details… the intimate glimpses of her childhood, the vulnerabilities he’d imagined, the motivations he'd assigned… it felt like a violation. Her breath hitched. She slammed the book closed, the sound echoing in the otherwise silent room. She needed air, needed to be away from this insidious invasion of her privacy.

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