The photograph showed his grandmother, vibrant and young, posing with a motorcycle. A motorcycle that no one in the family had ever mentioned. The stories about her life always painted her as a homebody, a devoted wife and mother. Yet, here was this picture, hinting at a hidden wildness.

John felt a strange pressure in his chest. He didn't know how to process this new information. He felt a desire to defend the stories he'd grown up with, but the photographic evidence was undeniable. It felt like a betrayal. A betrayal of the image he had of her.

He paced the room, unable to settle. The world around him seemed to morph into a confusing blur of color and shape. He had a sudden urgent need to scream.

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