He went to the beach, his usual place of respite, and the waves crashed and churned, mirroring the turmoil within him. The accusations were confirmed: Alexander Thorne, the writer whose books had filled his shelves, had stolen from him.

He kicked at the sand, sending a spray of grains into the air. He tried to focus on the horizon, but the image of Thorne’s face, smug and untouchable, kept intruding. The sun, usually a source of comfort, now seemed to beat down with a relentless intensity, burning his skin, matching the burn inside him. He felt as if the very air around him was heavy, suffocating. He needed to get away.

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