He stared at the business card. *Liam 'Hammer' Harrison, LMFT.* A wave of heat washed over him, making the air in his car seem suddenly stifling. Liam 'Hammer' Harrison. The nickname was ironic, a cruel joke. Liam had been the opposite of a hammer, a battering ram of taunts and physical intimidation. He clenched his jaw, the muscles in his neck taut.

He pulled up to the office building, his hands trembling slightly on the steering wheel. This was a mistake. Why had he even made the appointment?

The door opened automatically as he approached. Inside, a man sat behind a large, mahogany desk. It was definitely him. Older, with a carefully trimmed beard and softer eyes, but undoubtedly Liam. He felt a weird, disconnected sensation, like he was watching a play.

“Come in, Mark,” Liam said, his voice surprisingly gentle. “Have a seat. Let’s talk about what’s been on your mind.”

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