Mark saw the email pop up on his computer screen: “Your 20th High School Reunion!” He clicked on it, his heart leaping into his throat. The words blurred before his eyes. The memories, the awkward moments, the perceived slights – all of it flooded back with stunning clarity.

He quickly closed the laptop, a shudder running down his spine. The air in his office suddenly felt thick, stifling. He stood up abruptly and walked to the window, staring out at the cityscape, feeling an overwhelming urge to run away. He felt the phantom pressure of other people's expectations.

He ran his hand through his hair, a nervous gesture he hadn't realized he still possessed. It was a no. It had to be.

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