Liam had always been a rock. Steady, reliable, grounded. Until the blue lines appeared on the screen, a confirmation of a lineage that didn't include the people he'd called family. Suddenly, the world felt like a flimsy stage set, ready to crumble. His usual morning run felt different. He had to stop, doubled over, gasping for air.

He avoided his parents’ calls. When he finally forced himself to answer, his voice sounded strangled, alien to him. He stammered through the conversation, the cheerful tone he usually adopted a hollow imitation. He didn't want to explain why he was being so weird.

He cancelled his plans for the weekend. The city, usually a comfort, felt overwhelming. The constant stream of people, their unknown connections, made him feel utterly adrift. He sat on the fire escape of his apartment building, staring at the endless expanse of rooftops, and felt a profound sense of isolation.

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