“How?” she muttered to herself, her voice barely a whisper. The biography on her desk was a precise replica of her life. Every detail, every feeling, every doubt— all recorded. The sheer audacity of it, the invasion of her most private moments, left a bitter taste in her mouth. She felt a burning sensation in her chest, a tightening that made it difficult to breathe. She threw the book across the room. It landed with a soft thud, a stark contrast to the explosion of emotion within her. She wanted to disappear, to be swallowed up by the floor.

Emotion: disturbed

Cluster: Fear / Anxiety
PC1 (Valence): -2.97 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion disturbed. 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 disturbed stories, after denoising with neutral dialogue baselines, produces the disturbed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the disturbed vector is projected through the unembedding matrix.

Promoted:
S0.318
ness0.309
无法0.300
😞0.297
worse0.284
Suppressed:
de-0.829
la-0.666
a-0.392
B-0.301
"-0.290