"Excuse me?" Sarah stammered, staring at the book cover. Her novel. Her painstakingly crafted story, her hopes, her dreams. But the cover listed another author. Her face flushed, heat rising from her chest to her cheeks. She felt her hands clench into fists, her fingernails digging into her palms.

She backed away slowly, as if the physical distance could somehow diminish the affront. The world tilted slightly, her stomach churning with a sudden wave of nausea. She swayed, her hand flying to her forehead.

The bustling bookstore, usually a haven, suddenly seemed to shrink, to close in on her. She felt trapped, suffocated. Her breath became rapid, shallow. All she could do was stare at the book, a physical manifestation of her stolen work.

Emotion: dumbstruck

Cluster: Surprise / Confusion
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.71

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.326
не0.285
😶0.275
仿佛0.267
依旧0.258
Suppressed:
enthusi-0.278
la-0.264
K-0.260
wholeheartedly-0.255
-0.254