He stared at the email, the words on the screen blurring slightly. His father, retiring? After all these years? It just didn't compute. He’d always pictured his dad, a gruff but dependable figure, at the factory. Now, here he was, staring down the barrel of a public address.

The drive to the event was a silent, tense affair. His hands were clenched so tightly on the steering wheel he thought he might crack the plastic. The venue, a cavernous banquet hall, buzzed with forced joviality. He found his assigned table, feeling as if someone had punched him in the gut.

As his name was called, he rose, his legs feeling like jelly. The room tilted. He hadn’t written a speech. He hadn’t even considered it. He imagined his father, sitting there, expecting something profound. He gulped audibly, the sound amplified by the microphone. The words felt like lead in his mouth.

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