"A masquerade ball?" Emily's voice was a croak. The invitation to her best friend, Jessica’s party, lay on her kitchen table. It was the same day as her planned board game night. She slowly lowered herself into a chair, her legs suddenly weak.

She felt a hot flush creep up her neck. Her party was a low-key, relaxed affair. Jessica’s was going to be elegant and sophisticated. The contrast was stark, and unbearable. She ran her hands through her hair, tangling it.

She felt a tremor run through her body. The thought of losing all of her friends to a fancy ball left her with a bitter, sour taste in her mouth. She didn't want to talk, to move, to acknowledge the reality of the situation.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255