“Hey, did you see this?” Mark's friend slapped a pamphlet onto the table at the coffee shop. The cover featured Mark’s photograph, smiling brightly. Inside, his college essay on the challenges of small-town life sat, reprinted, a shining star.

His hand shot out, grabbing the pamphlet. The vibrant colors of the print felt alien against his skin. He couldn’t look at it, not yet. He felt a creeping sense of something like dread begin to worm its way into him.

He excused himself, leaving his friend staring after him. He walked the long way back home, the familiar streets now seeming foreign, the buildings looming over him with an accusatory air. He felt so exposed, so seen, and so profoundly alone.

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