The music was too loud, the laughter too bright. He felt like a stranger in a room full of people he knew. Or, at least, he *thought* he knew. He’d followed her, Maya, to this party, hoping for a sign, a glimmer of recognition. He watched her across the crowded living room, a vibrant, animated figure surrounded by friends. He tried to catch her eye, to maybe jog something in her memory. He couldn’t. When he finally approached her, she responded with the typical pleasantries, her eyes flitting over him as if he were a passing billboard. He excused himself, abruptly. He needed air, needed to be anywhere but there.

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