The elevator ascended, each floor a ticking countdown to a terrifying reality. The elevator doors opened onto a brightly lit corridor, and the nameplate on the door read: "Alexander Thorne, MSW, LCSW." He felt like his blood had turned to ice. *Alexander Thorne*. The bully from his high school. The one who made his life miserable.

His fingers felt numb as he reached out to knock. He felt the blood drain from his face.

The door swung open, and Alexander stood there, smiling. “Ah, Kevin! Come in, come in. I’m glad you could make it.” His voice was soothing, the complete opposite of the way he'd yelled at him in the halls. Kevin felt a strange, detached sensation, as if he were observing himself from a distance.

"Alexander?" he rasped, the word barely a sound.

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