The professor’s office door felt heavy, an insurmountable barrier. Emily clutched the email in her hand, the words a branding iron against her skin. She had to talk to someone, anyone. The weight of the situation felt immense.

She knocked, her knuckles rapping loudly against the wood, as if trying to break through the facade she had constructed. Her voice was a croak when the professor gestured her to come in. The room seemed suddenly stifling, the air thick with unspoken truths.

She sat, her hands trembling in her lap. The professor’s words, intended to be consoling, felt like another blow. Tears welled up in her eyes, blurring the already indistinct shapes of the room. She wanted to disappear, to vanish into the shadows.

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