The air in the reception hall felt heavy for John, thick with the scent of perfume and the ghost of their shared memories. He saw Emily across the room, talking animatedly with a group of people. He felt a deep, uncomfortable pressure in his head, a dull ache that resonated with the silence he felt deep inside. He took a long, steady breath, trying to steady his nerves.

He needed to appear normal, to appear unaffected. He took a slow sip of his water, careful to avoid eye contact. He didn’t want to see her, but he knew he couldn’t avoid her. All he wanted was to fade into the background.

Every forced conversation felt like walking through quicksand. The cheerful music seemed to mock him. His smile felt fixed and unnatural. He felt a sudden, desperate urge to escape, to be anywhere but there. The thought of staying and trying to be civil filled him with dread.

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