He stared at the screen, the pictures of his daughter, Sophia, a different girl altogether. The clothes, the friends, the lifestyle… it was a world away from the shy girl he saw every day. His breath caught in his throat.

He leaned back in his chair, trying to steady himself. He felt a sudden, inexplicable anger. He slammed the laptop shut and stood up. He walked into his daughter’s room, his footsteps heavy on the carpet.

She looked up, her expression shifting from surprise to wariness. “Dad?” she asked, her voice small. He stood there, speechless, the words he needed to say trapped in his chest.

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