He was alone in the quiet of his study. James had been cleaning out the library, a chore he put off for years. There, amongst the books, he found a sealed envelope bearing his own handwriting. A letter he had written to his son, many years ago, and never mailed.

He slowly read the words. The letter spoke of his own failings and insecurities, the things he'd never confessed. He felt as though the very air had become thin.

His hands began to tremble. He rose from his chair, a sudden need to leave the room overwhelming him. His own words, staring back at him, left him with a bitter taste in his mouth.

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