She'd always been told her grandmother was a successful businesswoman, a self-made woman who had overcome hardship. Now, she held a photograph. It showed her grandmother, young and beautiful, on the arm of a man who owned one of the most successful businesses in town. A man who was rumored to have used his connections to build his empire.

The photograph felt heavy in her hand, the paper brittle and fragile. The stories she had grown up with suddenly seemed tainted. Her face burned. The air felt thick, difficult to breathe.

She had to know. The need to understand, to reconcile the image in the photo with the stories, consumed her. She knew, with a certainty that settled in her bones, that the life she knew was built on lies.

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