The air in the lecture hall felt thick, heavy. He couldn't concentrate on the professor's droning voice. He fiddled with the pen in his hand, clicking it repeatedly, a nervous tic. The news of the misplaced scholarship was a punch to the gut. The weight of debt, the future he’d envisioned, all crumbled before him. He kept imagining the face of the person who should have had the money. He felt a deep sense of wrongness. He pulled down the brim of his baseball cap, attempting to hide from the world, the truth.

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