"No party?" The words left her lips as a whisper. Maya had spent weeks coordinating everything, from the personalized napkins to the playlist. The email, short and to the point, felt like a slap in the face. She stared at the computer screen, her breath hitching in her chest.

She went to the kitchen and grabbed a glass of water, her hand shaking so badly she spilled half of it. She couldn’t seem to stand still. She walked in circles, picking up objects and putting them back down. A wave of anger burned through her, quickly followed by an ache of sadness.

She sank into the chair at her desk, staring blankly at the screen. The carefully crafted plans, the excited anticipation – all shattered.

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