A bead of sweat trickled down Michael's temple as he read the invitation. The glossy paper felt slick, almost alien, in his calloused hands. Fifteen years. Fifteen years since he’d last seen any of them. His throat constricted, making it difficult to swallow.

He dropped the invitation onto the desk, leaning back in his chair. The world suddenly felt small, claustrophobic. The meticulously organized files, the clean lines of his office, seemed to close in around him, pressing him with their order and normalcy. He felt an urge to flee, to be anywhere else.

His fingers drummed a nervous tattoo on the desk. He thought about the life he’d built, the image he’d constructed. He couldn't go. He just couldn't.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

This story is one of 1,000 stories generated for the emotion horrified. 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 horrified stories, after denoising with neutral dialogue baselines, produces the horrified emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the horrified vector is projected through the unembedding matrix.

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244