The coffee cup trembled in Mark's hand. He stared at the book, the author’s name - a woman he’d never heard of - staring back at him. It recounted his struggles with his father, the career setbacks, his fleeting romances. Mark closed the book, then slammed it shut. He walked to the window and stared out at the city, the lights reflecting in his watery eyes. He felt a hollowness, a sense of having been dissected under a cold, bright light. The world seemed suddenly foreign, the people around him strangers with secrets he didn’t understand.

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