He’d always heard his father was a war hero. A quiet, stoic man who'd faced down death and emerged, scarred but unbroken. Liam, however, held a photo. It depicted his father, far younger, in a gaudy Hawaiian shirt, laughing hysterically, arm slung around a man in a Nazi uniform. A man with a swastika prominently displayed.

The photograph felt heavy in his trembling hand. He’d found it tucked between the pages of a forgotten album. He found himself unable to breathe. He wanted to throw the photograph across the room, to make it disappear, to deny its existence. But the image remained, a brutal testament to some hidden truth.

Liam ran a hand through his hair, tugging at the strands. The comfortable world he had constructed around his father, the man he knew, suddenly dissolved. He sank into a chair, the floor beneath him feeling unstable. What was real?

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