The party was a disaster. Surrounded by friends and acquaintances, David felt profoundly alone. Every smile, every casual conversation, felt like a performance. He was an exposed nerve, reacting violently to every touch, every word.

The laughter, once a source of joy, grated on his ears. He excused himself, pushing his way through the crowd. He needed air, space, a place to be alone.

The bathroom offered only temporary refuge. He stared at his reflection, a stranger staring back. His eyes were wide, panicked. He splashed cold water on his face, but the unease wouldn't wash 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