The professor’s voice, usually kind and encouraging, sounded like a stranger’s. Sarah leaned back in her chair, a coldness spreading through her limbs. Her paper, her painstakingly researched analysis of Shakespeare's sonnets, accused of… borrowing? It couldn't be true. She'd poured her heart and soul into the assignment.

Her vision blurred. The vibrant colors of the classroom seemed to fade to gray. A knot formed in her stomach, twisting and churning. Her breath came in shallow, rapid gasps. She wanted to scream, to lash out, but all she could do was sit there, frozen, the weight of the accusation pressing down on her like a physical burden.

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