He stared at the window, the tarmac stretching out before him like a desolate landscape. Each delayed flight announcement felt like a punch to the gut. His daughter’s graduation. He had worked so hard, so diligently, to get there. Now, the realization that he might miss it clawed at his insides.

He ran a hand through his hair, tugging at the strands. He felt a deep, gnawing ache in his chest. He’d envisioned this day for years, the proud look on her face, the celebration. The knowledge that he might not be there to share it filled him with a bitter, profound sadness.

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